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Action_Asin
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[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.37\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4BKRR\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"ELII Tabs 800Pcs Sticky Index Tabs Page Markers,Writable and Transparent Sticky Notes Page Tabs Book Markers Label Stickers Index Tabs for Page Marking Classify File (800 pcs Book tabs)\", \"asin\": \"B09ZF3Y1C5\", \"price\": \"$5.68\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colo...\", \"asin\": \"B0CCVWXXRT\", \"price\": \"$7.79\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:14:50.605Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T21:14:50.605Z
|
click
|
page_related
|
rule
|
2025-04-13T21:14:50.605Z
|
train
| 600 |
2025-04-13T21:14:50.605Z
|
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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "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": "sticky notes"
}
],
"product_details": [
{
"asin": "B0BPJW13CM"
},
{
"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"
},
{
"price": "$5.99"
},
{
"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"
},
{
"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Wanderlust Pastels"
}
],
"promotion_items": [
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.37", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4BKRR", "price": "$6.99", "quantity": ""},
{"title": "ELII Tabs 800Pcs Sticky Index Tabs Page Markers,Writable and Transparent Sticky Notes Page Tabs Book Markers Label Stickers Index Tabs for Page Marking Classify File (800 pcs Book tabs)", "asin": "B09ZF3Y1C5", "price": "$5.68", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colo...", "asin": "B0CCVWXXRT", "price": "$7.79", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}
],
"comparison_items": [
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-13T21:14:50.605Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"index": 600,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.37\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4BKRR\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"ELII Tabs 800Pcs Sticky Index Tabs Page Markers,Writable and Transparent Sticky Notes Page Tabs Book Markers Label Stickers Index Tabs for Page Marking Classify File (800 pcs Book tabs)\", \"asin\": \"B09ZF3Y1C5\", \"price\": \"$5.68\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colo...\", \"asin\": \"B0CCVWXXRT\", \"price\": \"$7.79\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:14:50.605Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00168CPYO\", \"price\": \"$12.11\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.66\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)\", \"asin\": \"B0013N2QU0\", \"price\": \"$6.89\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B005TDHFEW\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:14:59.133Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T21:14:59.133Z
|
click
|
page_related
|
rule
|
2025-04-13T21:14:59.133Z
|
train
| 601 |
2025-04-13T21:14:59.133Z
|
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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "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": "sticky notes"
}
],
"product_details": [
{
"asin": "B0BPJW13CM"
},
{
"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"
},
{
"price": "$5.99"
},
{
"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"
},
{
"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Wanderlust Pastels"
}
],
"promotion_items": [
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68", "quantity": ""},
{"title": "Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00168CPYO", "price": "$12.11", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.66", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)", "asin": "B0013N2QU0", "price": "$6.89", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B005TDHFEW", "price": "$17.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}
],
"comparison_items": [
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-13T21:14:59.133Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"index": 601,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00168CPYO\", \"price\": \"$12.11\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.66\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)\", \"asin\": \"B0013N2QU0\", \"price\": \"$6.89\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B005TDHFEW\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:14:59.133Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)\", \"asin\": \"B000WXCH3S\", \"price\": \"$17.90\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes\", \"asin\": \"B0C96ZMRHP\", \"price\": \"$6.85\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:15:02.600Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T21:15:02.600Z
|
click
|
page_related
|
rule
|
2025-04-13T21:15:02.600Z
|
train
| 602 |
2025-04-13T21:15:02.600Z
|
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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "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": "sticky notes"
}
],
"product_details": [
{
"asin": "B0BPJW13CM"
},
{
"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"
},
{
"price": "$5.99"
},
{
"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"
},
{
"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Wanderlust Pastels"
}
],
"promotion_items": [
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)", "asin": "B000WXCH3S", "price": "$17.90", "quantity": ""},
{"title": "Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes", "asin": "B0C96ZMRHP", "price": "$6.85", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}
],
"comparison_items": [
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-13T21:15:02.600Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"index": 602,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)\", \"asin\": \"B000WXCH3S\", \"price\": \"$17.90\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes\", \"asin\": \"B0C96ZMRHP\", \"price\": \"$6.85\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:15:02.600Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJZCMTC\", \"price\": \"$26.17\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\\\" x 3\\\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)\", \"asin\": \"B0D7DZ1LZ3\", \"price\": \"$8.43\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B0006HVJ3O\", \"price\": \"$11.75\", \"quantity\": \"\"},\n {\"title\": \"30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad\", \"asin\": \"B0892X9JM1\", \"price\": \"$7.19\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)\", \"asin\": \"B07RK52772\", \"price\": \"$18.61\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:15:04.823Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T21:15:04.823Z
|
click
|
other
|
rule
|
2025-04-13T21:15:04.823Z
|
train
| 603 |
2025-04-13T21:15:04.823Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "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": "sticky notes"
}
],
"product_details": [
{
"asin": "B0BPJW13CM"
},
{
"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"
},
{
"price": "$5.99"
},
{
"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"
},
{
"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Wanderlust Pastels"
}
],
"promotion_items": [
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJZCMTC", "price": "$26.17", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\" x 3\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)", "asin": "B0D7DZ1LZ3", "price": "$8.43", "quantity": ""},
{"title": "Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B0006HVJ3O", "price": "$11.75", "quantity": ""},
{"title": "30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad", "asin": "B0892X9JM1", "price": "$7.19", "quantity": ""},
{"title": "Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)", "asin": "B07RK52772", "price": "$18.61", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}
],
"comparison_items": [
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-13T21:15:04.823Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"index": 603,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJZCMTC\", \"price\": \"$26.17\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\\\" x 3\\\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)\", \"asin\": \"B0D7DZ1LZ3\", \"price\": \"$8.43\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B0006HVJ3O\", \"price\": \"$11.75\", \"quantity\": \"\"},\n {\"title\": \"30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad\", \"asin\": \"B0892X9JM1\", \"price\": \"$7.19\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)\", \"asin\": \"B07RK52772\", \"price\": \"$18.61\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:15:04.823Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)\", \"asin\": \"B000WXCH3S\", \"price\": \"$17.90\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes\", \"asin\": \"B0C96ZMRHP\", \"price\": \"$6.85\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:15:08.373Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T21:15:08.373Z
|
click
|
page_related
|
rule
|
2025-04-13T21:15:08.373Z
|
train
| 604 |
2025-04-13T21:15:08.373Z
|
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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "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": "sticky notes"
}
],
"product_details": [
{
"asin": "B0BPJW13CM"
},
{
"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"
},
{
"price": "$5.99"
},
{
"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"
},
{
"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Wanderlust Pastels"
}
],
"promotion_items": [
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)", "asin": "B000WXCH3S", "price": "$17.90", "quantity": ""},
{"title": "Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes", "asin": "B0C96ZMRHP", "price": "$6.85", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}
],
"comparison_items": [
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-13T21:15:08.373Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"index": 604,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)\", \"asin\": \"B000WXCH3S\", \"price\": \"$17.90\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Lined Sticky Notes 3x3, 12 Pads, 720 Sheets in Total, Morandi Colors, Sticky Notes with Lines, Sticky Note Pads, Sticky Pads, Sticky Notes Lined, Colorful Sticky Notes, Mr Pen Sticky Notes\", \"asin\": \"B0C96ZMRHP\", \"price\": \"$6.85\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:15:08.373Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJZCMTC\", \"price\": \"$26.17\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\\\" x 3\\\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)\", \"asin\": \"B0D7DZ1LZ3\", \"price\": \"$8.43\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B0006HVJ3O\", \"price\": \"$11.75\", \"quantity\": \"\"},\n {\"title\": \"30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad\", \"asin\": \"B0892X9JM1\", \"price\": \"$7.19\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)\", \"asin\": \"B07RK52772\", \"price\": \"$18.61\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:15:10.937Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-13T21:15:10.937Z
|
click
|
page_related
|
rule
|
2025-04-13T21:15:10.937Z
|
train
| 605 |
2025-04-13T21:15:10.937Z
|
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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "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": "sticky notes"
}
],
"product_details": [
{
"asin": "B0BPJW13CM"
},
{
"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)"
},
{
"price": "$5.99"
},
{
"bullet_list": "GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office"
},
{
"bullet_list": " TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled "
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Wanderlust Pastels"
}
],
"promotion_items": [
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad", "asin": "B0DDKYN99T", "price": "$6.99", "quantity": ""},
{"title": "HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)", "asin": "B001JTMJM8", "price": "$4.06", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets", "asin": "B07V29XYWJ", "price": "$7.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJZCMTC", "price": "$26.17", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\" x 3\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)", "asin": "B0D7DZ1LZ3", "price": "$8.43", "quantity": ""},
{"title": "Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B0006HVJ3O", "price": "$11.75", "quantity": ""},
{"title": "30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad", "asin": "B0892X9JM1", "price": "$7.19", "quantity": ""},
{"title": "Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)", "asin": "B07RK52772", "price": "$18.61", "quantity": ""},
{"title": "Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)", "asin": "B09198PBW1", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.99", "quantity": ""},
{"title": "Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...", "asin": "B0C89KP1LS", "price": "$6.88", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0CWNBBD2W", "price": "$8.99", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.69", "quantity": ""}
],
"comparison_items": [
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99"},
{"title": "Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)", "asin": "B001UHOU08", "price": "$13.40"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)", "asin": "B0BPJXDV8G", "price": "$5.68"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYH7FS", "price": "$6.45"},
{"title": "Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30"},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-13T21:15:10.937Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"index": 605,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BPJW13CM\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"GET ORGANIZED: Each pack includes 5 pads of 3 in. x 3 in. notes, with 70 sheets per pad, great for your office, work area, or classroom EXPERIENCE THE POWER OF 2X STICKINESS: Post-it Super Sticky Notes offer twice the sticking power of basic sticky notes using 100% recycled paper, ensuring they stay put in your dorm or classroom VERSATILE AND ESSENTIAL: Post-it Super Sticky Lined Notes are the perfect solution for shopping lists, reminders, to-do lists, color-coding, labeling, family chore reminders, brainstorming, storyboarding, and quick notes VARIOUS SIZES AND SHAPES: Available in different sizes, with or without lines, to cater to your new years resolutions EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE WANDERLUST COLLECTION: Explore the dreamy vibes from the Wanderlust Pastels collection including Washed Denim, Fresh Mint, Orchid Frost, Pebble Gray, Pink Salt EXPLORE OUR COLLECTIONS: With 11 color collections, the Post-it Brand offers a wide range of options to suit every style and preference, whether at home, in school, or at the office\"\n},\n {\n \"bullet_list\": \" TRUST THE ORIGNAL CREATOR: Made in the USA with globally sourced materials, the one and only Post-it Note was invented over 40 years ago by the Post-it Brand SUSTAINABILITY: Post-it Super Sticky Notes can be recycled \"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Wanderlust Pastels\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 8 Vintage Colors 3x3in, Self-Stick Notes Pads with Easy to Post for School, Home, Office, 8 Pads/Pack, 80 Sheets/Pad\", \"asin\": \"B0DDKYN99T\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"HQCME 16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, Heart Shape, Assorted Colors, 2.6x2.6 in, 2 Pads, 75 Sheets/Pad (7350-HRT)\", \"asin\": \"B001JTMJM8\", \"price\": \"$4.06\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x5 inch Bright Colors Self-Stick Pads 8 Packs 400 Sheets\", \"asin\": \"B07V29XYWJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 24 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJZCMTC\", \"price\": \"$26.17\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Redi-Tag Sticky Notes, Power Stick Notes, Adhesive Reminders, 3\\\" x 3\\\" Reusable Notes, Strong Adhesive Memos, Assorted Bright Colors, 8 Pack (1000975)\", \"asin\": \"B0D7DZ1LZ3\", \"price\": \"$8.43\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 4 in x 6 in, 5 Lined Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B0006HVJ3O\", \"price\": \"$11.75\", \"quantity\": \"\"},\n {\"title\": \"30 Pads Sticky Notes 1.5x2 Self-Stick Notes 10 Bright Multi Colors Sticky Notes 60 Sheet/Pad\", \"asin\": \"B0892X9JM1\", \"price\": \"$7.19\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Value Pack, 24 Pads, Convenient School Bus Carry and Storage Case, 2X The Sticking Power, 3x3 in, Bright Colors (Orange, Pink, Blue, Green, Yellow), Recyclable (654-24SSBUS)\", \"asin\": \"B07RK52772\", \"price\": \"$18.61\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 6 Pads Lined Sticky Notes with Lines 4x6 Self-Stick Notes Bright Color Sticky Notes, 45 Sheets/Pad (Yellow)\", \"asin\": \"B09198PBW1\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Bubble Sticky Notes 3x3 in, 8 Pads, Super Cute Bright Color Strong Adhesive Post, C...\", \"asin\": \"B0C89KP1LS\", \"price\": \"$6.88\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CWNBBD2W\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.69\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3 x 3 in, 5 Pads, 2X The Sticking Power, Wanderlust Collection, Pastel Colors, 30% Recycled Paper (654-5SSNRP)\", \"asin\": \"B001UHOU08\", \"price\": \"$13.40\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 4x4 in, Lined, 3 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (675R-3SSNRP)\", \"asin\": \"B0BPJXDV8G\", \"price\": \"$5.68\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 5 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYH7FS\", \"price\": \"$6.45\"},\n {\"title\": \"Post-it Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:15:10.937Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:39:29.917Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T01:39:29.917Z
|
input
|
post it notes
|
rule
|
2025-04-14T01:39:29.917Z
|
train
| 606 |
2025-04-14T01:39:29.917Z
|
input
|
post it notes
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
<|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 response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T01:39:29.917Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>post it notes</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>post it notes</answer_argument>",
"index": 606,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:39:29.917Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"post it notes\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)\", \"asin\": \"B097TNDBWF\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00168CPYO\", \"price\": \"$12.11\", \"quantity\": \"\"},\n {\"title\": \"Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)\", \"asin\": \"B000WXCH3S\", \"price\": \"$17.90\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets\", \"asin\": \"B0CJVNWZ5W\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B005TDHFEW\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)\", \"asin\": \"B08H5G6RTQ\", \"price\": \"$6.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack\",\n \"asin\": \"B082VSB7L5\"\n},\n {\n \"title\": \"Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets\",\n \"asin\": \"B082VSDZRL\"\n},\n {\n \"title\": \"Vanpad Sticky Notes 1.5x2 Inches, Light Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad\",\n \"asin\": \"B08L4DZML2\"\n}\n ],\n \"search_results\": [\n {\"title\": \"100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Bulk Sticky Notes 3x3 inch, Office Supplies for Desk, 24-Pack, Assorted Colors\", \"asin\": \"B0BH9C7QXK\", \"price\": \"$11.19\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)\", \"asin\": \"B0013N2QU0\", \"price\": \"$6.89\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Notes, 3 in x 3 in, 4 Sticky Notes Pads, 50 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B000078UWA\", \"price\": \"$3.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B076XG2XRS\", \"price\": \"$8.39\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B01D8F5FKS\", \"price\": \"$18.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets\", \"asin\": \"B0CJVNWZ5W\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Lined Sticky Notes 3x3 Inch, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, 640 Sheets, for Office, School & Home Use, Easy to Use, Reusable & Removable\", \"asin\": \"B0DK1KGPK8\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)\", \"asin\": \"B097TNDBWF\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Greener Notes, 4x6 in, 5 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (660-RP-A)\", \"asin\": \"B000BKZ996\", \"price\": \"$11.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 3 Sticky Note Pads, 3 x 3 in., School Supplies for Students, Ideal for Textbooks, Notebooks, Walls and Vertical Surfaces, Energy Boost Collection\", \"asin\": \"B001JTOLYW\", \"price\": \"$2.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 3x3 in, 3 Pads, 2X The Sticking Power, Supernova Neons, Bright Colors, Recyclable (3321-SSMIA)\", \"asin\": \"B01D8F5JEU\", \"price\": \"$2.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Pastel Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMXQQF\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n {\"title\": \"Sticky Notes, 100 Sheets/Pad, 3x3 Self-Stick Notes, 5 Colors Pastel Stick Notes, 2X Super Sticky\", \"asin\": \"B09XWPDTTT\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes, 3\\u201dx3\\u201d, 12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B092LFJP1L\", \"price\": \"$3.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Greener Notes, 3x3 in, 24 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (654R-24CP-AP)\", \"asin\": \"B003H5APA0\", \"price\": \"$22.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Energy Boost Collection\", \"asin\": \"B00CMKA9HK\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes 3x3 Inches, Light Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 8 Pads/Pack\", \"asin\": \"B08L4D1WS9\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3\\u201dx3\\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0DLGKH5P5\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)\", \"asin\": \"B08H5G6RTQ\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 5 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, First Snow White\", \"asin\": \"B008PAIC4S\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Dispenser Pop-up Notes, 3x3 in, 24 Pads, Canary Yellow, Clean Removal, Recyclable\", \"asin\": \"B0002HLGZE\", \"price\": \"$23.08\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Super Sticky Notes, 4 in x 6 in, Canary Yellow, Lined, 5 Pads/Pack, 90 Sheets/Pad (660-5SSCY)\", \"asin\": \"B0002DOEOS\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B005TDHFEW\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Notes, 1/3/8 x 1 7/8 in, 24 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B000GLSJB0\", \"price\": \"$10.94\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad\", \"asin\": \"B07YNHMVRT\", \"price\": \"$14.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B01D8F5RW4\", \"price\": \"$12.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 3x3 in, 24 Pads/Pack, 70 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink and Iris Infusion\", \"asin\": \"B09MWP45X2\", \"price\": \"$17.77\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)\", \"asin\": \"B0018191SM\", \"price\": \"$12.87\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad\", \"asin\": \"B07VRYX57R\", \"price\": \"$14.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Pop-up Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, Poptimistic Collection, Bright Colors (Pink, Orange, Blue), Clean Removal, Recyclable (R330-18CTCP)\", \"asin\": \"B01BHW9I3O\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Dispenser Pop-up Notes, 12 Sticky Note Pads, 3 x 3 in., 2X The Sticking Power, School Supplies and O\\ufb03ce Products, Use with Post-it Note Dispensers, Canary Yellow\", \"asin\": \"B000TSE48W\", \"price\": \"$16.27\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Pop-up Notes, 3x3 in, 5 Pads, America's #1 Favorite Sticky Notes, Assorted Colors, Clean Removal, Recyclable (3301-5AN)\", \"asin\": \"B002IXCE3S\", \"price\": \"$7.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow\", \"asin\": \"B0002DOF7O\", \"price\": \"$9.44\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Aesthetic Vintage Self-Sticky Note Pads, Ideal for Office, Study, and Daily Life Organization - Neutral Colors\", \"asin\": \"B0CXSM592S\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Super Sticky Notes, 12 Sticky Note Pads, 3 x 5 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow\", \"asin\": \"B0002DOC54\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Pop-up Notes 3x3 in, 12 Pads, America's\\u2019s #1 Favorite Sticky Notes, Alternating Colors, Poptimistic Collection. Clean Removal, Recyclable (R330-N-ALT)\", \"asin\": \"B000NO0QRU\", \"price\": \"$17.48\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Super Sticky Lined Notes, 5 Sticky Note Pads, 4x6 in, 2X The Sticking Power, School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Bright Colors\", \"asin\": \"B09MWQPJZ8\", \"price\": \"$11.87\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Notes, 3 in x 3 in, 12 Lined Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B000UI6AG0\", \"price\": \"$14.87\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pad - Easy to Post for School, Office Supplies, Desk Accessories\", \"asin\": \"B07DMZVC5M\", \"price\": \"$12.15\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets\", \"asin\": \"B07V1QY7DV\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0C9D8X4F6\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"3M R335YW Post-It Lined Pop-Up Notes, 3 x 3, Yellow, 100 Sheet Pad, 6/Pack\", \"asin\": \"B0084L0HVE\", \"price\": \"$12.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Pop-up Note Dispenser Cat Design 3x3 in 1 Dispenser/Pack (CAT-330 White)\", \"asin\": \"B00I4HV3TS\", \"price\": \"$12.69\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home\", \"asin\": \"B07K6FS8S4\", \"price\": \"$14.34\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Notes, 3 in x 3 in., 18 Sticky Notes Pads, 100 Sheets per Pad, Poptimistic Collection, School Supplies and O\\ufb03ce Products, The Original Post-it Note\", \"asin\": \"B01C8MCISE\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Arrives before Easter\"},\n {\"title\": \"Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00168CPYO\", \"price\": \"$12.11\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Poptimistic, Bright Colors, Clean Removal, Recyclable\", \"asin\": \"B000BL5I96\", \"price\": \"$16.71\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 82 Sheets/pad, 8 Pads/Pack\", \"asin\": \"B07X8SFV8N\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:39:46.757Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T01:39:46.757Z
|
click_product
|
B0CMGJ6FRB
|
rule
|
2025-04-14T01:39:46.757Z
|
train
| 607 |
2025-04-14T01:39:46.757Z
|
click_product
|
B0CMGJ6FRB
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "post it notes"
}
],
"promotion_items": [
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)", "asin": "B097TNDBWF", "price": "$4.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00168CPYO", "price": "$12.11", "quantity": ""},
{"title": "Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)", "asin": "B000WXCH3S", "price": "$17.90", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets", "asin": "B0CJVNWZ5W", "price": "$5.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "quantity": ""},
{"title": "Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B005TDHFEW", "price": "$17.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)", "asin": "B08H5G6RTQ", "price": "$6.99", "quantity": ""}
],
"ads": [
{
"title": "Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack",
"asin": "B082VSB7L5"
},
{
"title": "Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets",
"asin": "B082VSDZRL"
},
{
"title": "Vanpad Sticky Notes 1.5x2 Inches, Light Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad",
"asin": "B08L4DZML2"
}
],
"search_results": [
{"title": "100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)", "asin": "B0BPJW13CM", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bulk Sticky Notes 3x3 inch, Office Supplies for Desk, 24-Pack, Assorted Colors", "asin": "B0BH9C7QXK", "price": "$11.19", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)", "asin": "B0013N2QU0", "price": "$6.89", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Notes, 3 in x 3 in, 4 Sticky Notes Pads, 50 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B000078UWA", "price": "$3.19", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B076XG2XRS", "price": "$8.39", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B01D8F5FKS", "price": "$18.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets", "asin": "B0CJVNWZ5W", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook", "asin": "B0D53JF7FZ", "price": "$7.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Lined Sticky Notes 3x3 Inch, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, 640 Sheets, for Office, School & Home Use, Easy to Use, Reusable & Removable", "asin": "B0DK1KGPK8", "price": "$7.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)", "asin": "B097TNDBWF", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Greener Notes, 4x6 in, 5 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (660-RP-A)", "asin": "B000BKZ996", "price": "$11.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 3 Sticky Note Pads, 3 x 3 in., School Supplies for Students, Ideal for Textbooks, Notebooks, Walls and Vertical Surfaces, Energy Boost Collection", "asin": "B001JTOLYW", "price": "$2.19", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color", "asin": "B08PW73XGF", "price": "$11.30", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 3x3 in, 3 Pads, 2X The Sticking Power, Supernova Neons, Bright Colors, Recyclable (3321-SSMIA)", "asin": "B01D8F5JEU", "price": "$2.19", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Pastel Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMXQQF", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Sticky Notes, 100 Sheets/Pad, 3x3 Self-Stick Notes, 5 Colors Pastel Stick Notes, 2X Super Sticky", "asin": "B09XWPDTTT", "price": "$7.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 3\u201dx3\u201d, 12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B092LFJP1L", "price": "$3.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Greener Notes, 3x3 in, 24 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (654R-24CP-AP)", "asin": "B003H5APA0", "price": "$22.09", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Energy Boost Collection", "asin": "B00CMKA9HK", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches, Light Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 8 Pads/Pack", "asin": "B08L4D1WS9", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3\u201dx3\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0DLGKH5P5", "price": "$11.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)", "asin": "B08H5G6RTQ", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 5 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, First Snow White", "asin": "B008PAIC4S", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Dispenser Pop-up Notes, 3x3 in, 24 Pads, Canary Yellow, Clean Removal, Recyclable", "asin": "B0002HLGZE", "price": "$23.08", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, 4 in x 6 in, Canary Yellow, Lined, 5 Pads/Pack, 90 Sheets/Pad (660-5SSCY)", "asin": "B0002DOEOS", "price": "$11.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B005TDHFEW", "price": "$17.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Notes, 1/3/8 x 1 7/8 in, 24 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O\ufb03ce Products", "asin": "B000GLSJB0", "price": "$10.94", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad", "asin": "B07YNHMVRT", "price": "$14.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B01D8F5RW4", "price": "$12.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Notes, 3x3 in, 24 Pads/Pack, 70 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink and Iris Infusion", "asin": "B09MWP45X2", "price": "$17.77", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)", "asin": "B0018191SM", "price": "$12.87", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pop-up Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, Poptimistic Collection, Bright Colors (Pink, Orange, Blue), Clean Removal, Recyclable (R330-18CTCP)", "asin": "B01BHW9I3O", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Sticky Dispenser Pop-up Notes, 12 Sticky Note Pads, 3 x 3 in., 2X The Sticking Power, School Supplies and O\ufb03ce Products, Use with Post-it Note Dispensers, Canary Yellow", "asin": "B000TSE48W", "price": "$16.27", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0CZ6S4T3K", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pop-up Notes, 3x3 in, 5 Pads, America's #1 Favorite Sticky Notes, Assorted Colors, Clean Removal, Recyclable (3301-5AN)", "asin": "B002IXCE3S", "price": "$7.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow", "asin": "B0002DOF7O", "price": "$9.44", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Aesthetic Vintage Self-Sticky Note Pads, Ideal for Office, Study, and Daily Life Organization - Neutral Colors", "asin": "B0CXSM592S", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Notes, 12 Sticky Note Pads, 3 x 5 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow", "asin": "B0002DOC54", "price": "$17.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pop-up Notes 3x3 in, 12 Pads, America's\u2019s #1 Favorite Sticky Notes, Alternating Colors, Poptimistic Collection. Clean Removal, Recyclable (R330-N-ALT)", "asin": "B000NO0QRU", "price": "$17.48", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Super Sticky Lined Notes, 5 Sticky Note Pads, 4x6 in, 2X The Sticking Power, School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Bright Colors", "asin": "B09MWQPJZ8", "price": "$11.87", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Notes, 3 in x 3 in, 12 Lined Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\ufb03ce Products", "asin": "B000UI6AG0", "price": "$14.87", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pad - Easy to Post for School, Office Supplies, Desk Accessories", "asin": "B07DMZVC5M", "price": "$12.15", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets", "asin": "B07V1QY7DV", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0C9D8X4F6", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "3M R335YW Post-It Lined Pop-Up Notes, 3 x 3, Yellow, 100 Sheet Pad, 6/Pack", "asin": "B0084L0HVE", "price": "$12.89", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pop-up Note Dispenser Cat Design 3x3 in 1 Dispenser/Pack (CAT-330 White)", "asin": "B00I4HV3TS", "price": "$12.69", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home", "asin": "B07K6FS8S4", "price": "$14.34", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Notes, 3 in x 3 in., 18 Sticky Notes Pads, 100 Sheets per Pad, Poptimistic Collection, School Supplies and O\ufb03ce Products, The Original Post-it Note", "asin": "B01C8MCISE", "price": "$20.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "delivery": " Two-Day FREE delivery Tue, Apr 15 Arrives before Easter"},
{"title": "Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00168CPYO", "price": "$12.11", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Poptimistic, Bright Colors, Clean Removal, Recyclable", "asin": "B000BL5I96", "price": "$16.71", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 82 Sheets/pad, 8 Pads/Pack", "asin": "B07X8SFV8N", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "delivery": " Two-Day FREE delivery Tue, Apr 15"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T01:39:46.757Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B0CMGJ6FRB</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0CMGJ6FRB</answer_argument>",
"index": 607,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"post it notes\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)\", \"asin\": \"B097TNDBWF\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00168CPYO\", \"price\": \"$12.11\", \"quantity\": \"\"},\n {\"title\": \"Post-it Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Assorted Pastel Colors, Clean Removal, Recyclable (R330-U-ALT)\", \"asin\": \"B000WXCH3S\", \"price\": \"$17.90\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets\", \"asin\": \"B0CJVNWZ5W\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B005TDHFEW\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)\", \"asin\": \"B08H5G6RTQ\", \"price\": \"$6.99\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack\",\n \"asin\": \"B082VSB7L5\"\n},\n {\n \"title\": \"Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets\",\n \"asin\": \"B082VSDZRL\"\n},\n {\n \"title\": \"Vanpad Sticky Notes 1.5x2 Inches, Light Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad\",\n \"asin\": \"B08L4DZML2\"\n}\n ],\n \"search_results\": [\n {\"title\": \"100% Recycled Paper Super Sticky Notes, 2X The Sticking Power, 3x3 in, 5 Pads, 70 Sheets/Pad, Wanderlust Pastels Collection (654R-5SSNRP)\", \"asin\": \"B0BPJW13CM\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Bulk Sticky Notes 3x3 inch, Office Supplies for Desk, 24-Pack, Assorted Colors\", \"asin\": \"B0BH9C7QXK\", \"price\": \"$11.19\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Super Sticky Notes, 3x3 in, 6 Pads, 2X The Sticking Power, Energy Boost Collection, Bright Colors (Orange, Pink, Blue, Green),Recyclable (654-6SSAU)\", \"asin\": \"B0013N2QU0\", \"price\": \"$6.89\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Notes, 3 in x 3 in, 4 Sticky Notes Pads, 50 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B000078UWA\", \"price\": \"$3.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Lined Notes, 15 Sticky Note Pads, Multi-Size., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B076XG2XRS\", \"price\": \"$8.39\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B01D8F5FKS\", \"price\": \"$18.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3x3 in, Self-Stick 4 Pads 4 Bright Colors Sticky Note, Easy to Post for Home, Office, Notebook, 100 Sheets/pad, Total 400 Sheets\", \"asin\": \"B0CJVNWZ5W\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Sticky Notes Bulk Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Lined Sticky Notes 3x3 Inch, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, 640 Sheets, for Office, School & Home Use, Easy to Use, Reusable & Removable\", \"asin\": \"B0DK1KGPK8\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 4 Pads 100 Sheets/Pad (Yellow)\", \"asin\": \"B097TNDBWF\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Greener Notes, 4x6 in, 5 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (660-RP-A)\", \"asin\": \"B000BKZ996\", \"price\": \"$11.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 3 Sticky Note Pads, 3 x 3 in., School Supplies for Students, Ideal for Textbooks, Notebooks, Walls and Vertical Surfaces, Energy Boost Collection\", \"asin\": \"B001JTOLYW\", \"price\": \"$2.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Super Sticky Notes, Assorted Bright Colors, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad, 2X The Sticking Power, Recyclable, Multi-Color\", \"asin\": \"B08PW73XGF\", \"price\": \"$11.30\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 3x3 in, 3 Pads, 2X The Sticking Power, Supernova Neons, Bright Colors, Recyclable (3321-SSMIA)\", \"asin\": \"B01D8F5JEU\", \"price\": \"$2.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Pastel Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMXQQF\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n {\"title\": \"Sticky Notes, 100 Sheets/Pad, 3x3 Self-Stick Notes, 5 Colors Pastel Stick Notes, 2X Super Sticky\", \"asin\": \"B09XWPDTTT\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes, 3\\u201dx3\\u201d, 12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B092LFJP1L\", \"price\": \"$3.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"B07V7JRKHY\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Greener Notes, 3x3 in, 24 Pads, America's #1 Favorite Sticky Notes, Sweet Sprinkles Collection, Pastel Colors, Clean Removal, 100% Recycled Material (654R-24CP-AP)\", \"asin\": \"B003H5APA0\", \"price\": \"$22.09\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Energy Boost Collection\", \"asin\": \"B00CMKA9HK\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes 3x3 Inches, Light Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 8 Pads/Pack\", \"asin\": \"B08L4D1WS9\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3\\u201dx3\\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0DLGKH5P5\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Office, Shool, Home, 6 Pads/Pack, 100 Sheets/Pad (Yellow)\", \"asin\": \"B08H5G6RTQ\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 5 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, First Snow White\", \"asin\": \"B008PAIC4S\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Dispenser Pop-up Notes, 3x3 in, 24 Pads, Canary Yellow, Clean Removal, Recyclable\", \"asin\": \"B0002HLGZE\", \"price\": \"$23.08\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Super Sticky Notes, 4 in x 6 in, Canary Yellow, Lined, 5 Pads/Pack, 90 Sheets/Pad (660-5SSCY)\", \"asin\": \"B0002DOEOS\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Notes, 3 in x 3 in, 18 Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B005TDHFEW\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Notes, 1/3/8 x 1 7/8 in, 24 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B000GLSJB0\", \"price\": \"$10.94\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad\", \"asin\": \"B07YNHMVRT\", \"price\": \"$14.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B01D8F5RW4\", \"price\": \"$12.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Notes, 3x3 in, 24 Pads/Pack, 70 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink and Iris Infusion\", \"asin\": \"B09MWP45X2\", \"price\": \"$17.77\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)\", \"asin\": \"B0018191SM\", \"price\": \"$12.87\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad\", \"asin\": \"B07VRYX57R\", \"price\": \"$14.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Pop-up Notes, 3x3 in, 18 Pads, America's #1 Favorite Sticky Notes, Poptimistic Collection, Bright Colors (Pink, Orange, Blue), Clean Removal, Recyclable (R330-18CTCP)\", \"asin\": \"B01BHW9I3O\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Dispenser Pop-up Notes, 12 Sticky Note Pads, 3 x 3 in., 2X The Sticking Power, School Supplies and O\\ufb03ce Products, Use with Post-it Note Dispensers, Canary Yellow\", \"asin\": \"B000TSE48W\", \"price\": \"$16.27\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0CZ6S4T3K\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Pop-up Notes, 3x3 in, 5 Pads, America's #1 Favorite Sticky Notes, Assorted Colors, Clean Removal, Recyclable (3301-5AN)\", \"asin\": \"B002IXCE3S\", \"price\": \"$7.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Super Sticky Lined Notes, 6 Sticky Note Pads, 4 x 4 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow\", \"asin\": \"B0002DOF7O\", \"price\": \"$9.44\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Aesthetic Vintage Self-Sticky Note Pads, Ideal for Office, Study, and Daily Life Organization - Neutral Colors\", \"asin\": \"B0CXSM592S\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Super Sticky Notes, 12 Sticky Note Pads, 3 x 5 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Canary Yellow\", \"asin\": \"B0002DOC54\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Pop-up Notes 3x3 in, 12 Pads, America's\\u2019s #1 Favorite Sticky Notes, Alternating Colors, Poptimistic Collection. Clean Removal, Recyclable (R330-N-ALT)\", \"asin\": \"B000NO0QRU\", \"price\": \"$17.48\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Super Sticky Lined Notes, 5 Sticky Note Pads, 4x6 in, 2X The Sticking Power, School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Bright Colors\", \"asin\": \"B09MWQPJZ8\", \"price\": \"$11.87\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Notes, 3 in x 3 in, 12 Lined Sticky Notes Pads, 100 Sheets per Pad, The Iconic Canary Yellow Note, School Supplies and O\\ufb03ce Products\", \"asin\": \"B000UI6AG0\", \"price\": \"$14.87\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pad - Easy to Post for School, Office Supplies, Desk Accessories\", \"asin\": \"B07DMZVC5M\", \"price\": \"$12.15\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets\", \"asin\": \"B07V1QY7DV\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3 in Canary Yellow, Clean Removal, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0C9D8X4F6\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"3M R335YW Post-It Lined Pop-Up Notes, 3 x 3, Yellow, 100 Sheet Pad, 6/Pack\", \"asin\": \"B0084L0HVE\", \"price\": \"$12.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Pop-up Note Dispenser Cat Design 3x3 in 1 Dispenser/Pack (CAT-330 White)\", \"asin\": \"B00I4HV3TS\", \"price\": \"$12.69\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home\", \"asin\": \"B07K6FS8S4\", \"price\": \"$14.34\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Notes, 3 in x 3 in., 18 Sticky Notes Pads, 100 Sheets per Pad, Poptimistic Collection, School Supplies and O\\ufb03ce Products, The Original Post-it Note\", \"asin\": \"B01C8MCISE\", \"price\": \"$20.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Arrives before Easter\"},\n {\"title\": \"Notes, 1 3/8 in x 1 7/8 in, 24 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00168CPYO\", \"price\": \"$12.11\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Pop-up Notes, 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Poptimistic, Bright Colors, Clean Removal, Recyclable\", \"asin\": \"B000BL5I96\", \"price\": \"$16.71\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n {\"title\": \"Lined Sticky Notes 3x3 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 82 Sheets/pad, 8 Pads/Pack\", \"asin\": \"B07X8SFV8N\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:39:46.757Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"post it notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CMGJ6FRB\"\n},\n {\n \"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\"\n},\n {\n \"price\": \"$5.09\"\n},\n {\n \"bullet_list\": \"Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"A-soft Pastel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad\", \"asin\": \"B08H58P1W7\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4BKRR\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"price\": \"$5.09\"},\n {\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n {\"title\": \"(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D6RPPK9H\", \"price\": \"$8.99\"},\n {\"title\": \"MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad\", \"asin\": \"B0CLLKF1GL\", \"price\": \"$7.39\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:40:46.683Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T01:40:46.683Z
|
purchase
|
B0CMGJ6FRB
|
rule
|
2025-04-14T01:40:46.683Z
|
train
| 608 |
2025-04-14T01:40:46.683Z
|
purchase
|
B0CMGJ6FRB
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "post it notes"
}
],
"product_details": [
{
"asin": "B0CMGJ6FRB"
},
{
"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel"
},
{
"price": "$5.09"
},
{
"bullet_list": "Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."
}
],
"product_quantity": [
{
"quantity": "1 "
},
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "A-soft Pastel"
}
],
"promotion_items": [
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad", "asin": "B08H58P1W7", "price": "$7.49", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4BKRR", "price": "$6.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}
],
"comparison_items": [
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0D6RPPK9H", "price": "$8.99"},
{"title": "MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad", "asin": "B0CLLKF1GL", "price": "$7.39"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T01:40:46.683Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0CMGJ6FRB</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0CMGJ6FRB</answer_argument>",
"index": 608,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"post it notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CMGJ6FRB\"\n},\n {\n \"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\"\n},\n {\n \"price\": \"$5.09\"\n},\n {\n \"bullet_list\": \"Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"A-soft Pastel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad\", \"asin\": \"B08H58P1W7\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4BKRR\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"price\": \"$5.09\"},\n {\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n {\"title\": \"(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D6RPPK9H\", \"price\": \"$8.99\"},\n {\"title\": \"MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad\", \"asin\": \"B0CLLKF1GL\", \"price\": \"$7.39\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:40:46.683Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\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{\n \"search_term\": [\n {\n \"term\": \"post it notes\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CMGJ6FRB\"\n},\n {\n \"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\"\n},\n {\n \"price\": \"$5.09\"\n},\n {\n \"bullet_list\": \"Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"E-morandi\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad\", \"asin\": \"B08H58P1W7\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4BKRR\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"price\": \"$5.09\"},\n {\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n {\"title\": \"(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D6RPPK9H\", \"price\": \"$8.99\"},\n {\"title\": \"MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad\", \"asin\": \"B0CLLKF1GL\", \"price\": \"$7.39\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:40:56.477Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T01:40:56.477Z
|
click
|
product_option
|
rule
|
2025-04-14T01:40:56.477Z
|
train
| 609 |
2025-04-14T01:40:56.477Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|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": "post it notes"
}
],
"cart_items": [
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09"}
],
"product_details": [
{
"asin": "B0CMGJ6FRB"
},
{
"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel"
},
{
"price": "$5.09"
},
{
"bullet_list": "Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."
}
],
"product_quantity": [
{
"quantity": "1 "
},
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "E-morandi"
}
],
"promotion_items": [
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)", "asin": "B08H5BQQPT", "price": "$6.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad", "asin": "B08H58P1W7", "price": "$7.49", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4BKRR", "price": "$6.99", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}
],
"comparison_items": [
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0D6RPPK9H", "price": "$8.99"},
{"title": "MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad", "asin": "B0CLLKF1GL", "price": "$7.39"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T01:40:56.477Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 609,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\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{\n \"search_term\": [\n {\n \"term\": \"post it notes\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CMGJ6FRB\"\n},\n {\n \"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\"\n},\n {\n \"price\": \"$5.09\"\n},\n {\n \"bullet_list\": \"Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"E-morandi\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Bright Colors Sticky Notes 8 Pads 80 Sheet/Pad (Rose Red)\", \"asin\": \"B08H5BQQPT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Pop Up Sticky Notes 3x3 inch, 8 Bright Multi Colors,Accordion Self-Stick Notes, Purple Sticky Notes 8 Pads 80 Sheet/Pad\", \"asin\": \"B08H58P1W7\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Bright Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4BKRR\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"price\": \"$5.09\"},\n {\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n {\"title\": \"(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D6RPPK9H\", \"price\": \"$8.99\"},\n {\"title\": \"MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad\", \"asin\": \"B0CLLKF1GL\", \"price\": \"$7.39\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:40:56.477Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"post it notes\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D174CS8J\"\n},\n {\n \"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\"\n},\n {\n \"price\": \"$5.09\"\n},\n {\n \"bullet_list\": \"Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 sticky notes. These sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these companions bring a touch of creativity to your workplace. Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Sticky Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"A-soft Pastel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Sticky Notes, 3\\u201dx3\\u201d, 12 Pads, 600 Sheets, Rose Petal Reverie, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0CTKY4Q8B\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"price\": \"$5.09\"},\n {\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)\", \"asin\": \"B0DCG2WBR8\", \"price\": \"$6.49\"},\n {\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Easy to Post in Office, Home, School - 12 Pastel Colors\", \"asin\": \"B0D1KQ7TFW\", \"price\": \"$5.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:41:05.492Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T01:41:05.492Z
|
click
|
product_option
|
rule
|
2025-04-14T01:41:05.492Z
|
train
| 610 |
2025-04-14T01:41:05.492Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:40:56.477Z", "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": "post it notes"
}
],
"cart_items": [
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09"}
],
"product_details": [
{
"asin": "B0D174CS8J"
},
{
"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi"
},
{
"price": "$5.09"
},
{
"bullet_list": "Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 sticky notes. These sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these companions bring a touch of creativity to your workplace. Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Sticky Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "A-soft Pastel"
}
],
"promotion_items": [
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Mr. Pen- Sticky Notes, 3\u201dx3\u201d, 12 Pads, 600 Sheets, Rose Petal Reverie, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0CTKY4Q8B", "price": "$5.99", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}
],
"comparison_items": [
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)", "asin": "B0DCG2WBR8", "price": "$6.49"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Easy to Post in Office, Home, School - 12 Pastel Colors", "asin": "B0D1KQ7TFW", "price": "$5.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T01:41:05.492Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 610,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"post it notes\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0D174CS8J\"\n},\n {\n \"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\"\n},\n {\n \"price\": \"$5.09\"\n},\n {\n \"bullet_list\": \"Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 sticky notes. These sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these companions bring a touch of creativity to your workplace. Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Sticky Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"A-soft Pastel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Sticky Notes, 3\\u201dx3\\u201d, 12 Pads, 600 Sheets, Rose Petal Reverie, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0CTKY4Q8B\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"price\": \"$5.09\"},\n {\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)\", \"asin\": \"B0DCG2WBR8\", \"price\": \"$6.49\"},\n {\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Easy to Post in Office, Home, School - 12 Pastel Colors\", \"asin\": \"B0D1KQ7TFW\", \"price\": \"$5.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:41:05.492Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"post it notes\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CMGJ6FRB\"\n},\n {\n \"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\"\n},\n {\n \"price\": \"$5.09\"\n},\n {\n \"bullet_list\": \"Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"A-soft Pastel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)\", \"asin\": \"B0DCG2WBR8\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home\", \"asin\": \"B07K6FS8S4\", \"price\": \"$14.34\", \"quantity\": \"\"},\n {\"title\": \"(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad\", \"asin\": \"B07VRYX57R\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue\", \"asin\": \"B07PHS9SX3\", \"price\": \"$12.74\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pa...\", \"asin\": \"B07DMZVC5M\", \"price\": \"$12.15\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes Set, Post Self-Stick Notes Pads for Journaling Notebook Planner Study, Office Supplies College Essentials Back to School Supplies for High School Students Teen Girl Gifts Preppy Stuff\", \"asin\": \"B07H934WK4\", \"price\": \"$5.39\", \"quantity\": \"\"},\n {\"title\": \"9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...\", \"asin\": \"B0CKZFM5R1\", \"price\": \"$7.73\", \"quantity\": \"\"},\n {\"title\": \"800 Sheets Transparent Sticky Notes, 3x3 Inch 14 Pads Self-Adhesive Translucent Clear See Through Post Sticky Notes for Planner Office School College Teacher Student Supplies 6 Bright Color\", \"asin\": \"B09Z6NVJV1\", \"price\": \"$6.71\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"price\": \"$5.09\"},\n {\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n {\"title\": \"(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D6RPPK9H\", \"price\": \"$8.99\"},\n {\"title\": \"MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad\", \"asin\": \"B0CLLKF1GL\", \"price\": \"$7.39\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:41:23.020Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T01:41:23.020Z
|
click
|
nav_bar
|
rule
|
2025-04-14T01:41:23.020Z
|
train
| 611 |
2025-04-14T01:41:23.020Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "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": "post it notes"
}
],
"cart_items": [
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "price": "$5.09"}
],
"product_details": [
{
"asin": "B0CMGJ6FRB"
},
{
"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel"
},
{
"price": "$5.09"
},
{
"bullet_list": "Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines."
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "A-soft Pastel"
}
],
"promotion_items": [
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)", "asin": "B0DCG2WBR8", "price": "$6.49", "quantity": ""},
{"title": "Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad", "asin": "B08H593JZG", "price": "$6.49", "quantity": ""},
{"title": "GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad", "asin": "B0C7FMYZ14", "price": "$5.79", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home", "asin": "B07K6FS8S4", "price": "$14.34", "quantity": ""},
{"title": "(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad", "asin": "B07VRYX57R", "price": "$14.99", "quantity": ""},
{"title": "umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue", "asin": "B07PHS9SX3", "price": "$12.74", "quantity": ""},
{"title": "Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pa...", "asin": "B07DMZVC5M", "price": "$12.15", "quantity": ""},
{"title": "Sticky Notes Set, Post Self-Stick Notes Pads for Journaling Notebook Planner Study, Office Supplies College Essentials Back to School Supplies for High School Students Teen Girl Gifts Preppy Stuff", "asin": "B07H934WK4", "price": "$5.39", "quantity": ""},
{"title": "9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...", "asin": "B0CKZFM5R1", "price": "$7.73", "quantity": ""},
{"title": "800 Sheets Transparent Sticky Notes, 3x3 Inch 14 Pads Self-Adhesive Translucent Clear See Through Post Sticky Notes for Planner Office School College Teacher Student Supplies 6 Bright Color", "asin": "B09Z6NVJV1", "price": "$6.71", "quantity": ""},
{"title": "Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products", "asin": "B0DX44ZZRK", "price": "$24.36", "quantity": ""},
{"title": "Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion", "asin": "B09MWNRSB1", "price": "$7.80", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJYBG3N", "price": "$16.01", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes", "asin": "B014T41DI0", "price": "$11.99", "quantity": ""},
{"title": "Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper", "asin": "B07PMH4TS2", "price": "$6.99", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\u201dx3\u201d, 12 Pads", "asin": "B09ZX93YL3", "price": "$5.99", "quantity": ""}
],
"comparison_items": [
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "price": "$5.09"},
{"title": "deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape", "asin": "B0CSK4YR6N", "price": "$8.19"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)", "asin": "B0DJVXDL4T", "price": "$5.99"},
{"title": "(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook", "asin": "B0D6RPPK9H", "price": "$8.99"},
{"title": "MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad", "asin": "B0CLLKF1GL", "price": "$7.39"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T01:41:23.020Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"index": 611,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"post it notes\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"price\": \"$5.09\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CMGJ6FRB\"\n},\n {\n \"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\"\n},\n {\n \"price\": \"$5.09\"\n},\n {\n \"bullet_list\": \"Colorful Efficiency in Abundance - Our sticky notes Set includes 12 pads, each with 50 sheets, bringing you a total of 600 vibrant and versatile notes. These vibrant and versatile sticky notes are ready to help you stay organized and efficient in every endeavor. Boost Work Efficiency - Elevate your workday with our vibrant sticky note pads. Ideal for quick reminders, marking key points, and effortless task organization, these colorful companions bring a touch of creativity to your workplace Brighten Your Study Journey - Enhance your learning journey with our dynamic sticky notes. Whether it's textbooks, exam prep, or brainstorming ideas, our colorful sticky notes add flair and functionality to your academic pursuits. Life in Color - From jotting down grocery lists to leaving heartfelt reminders, these colorful companions add flair to your daily routine. Organize tasks, express creativity, and infuse positivity into your life, one sticky at a time. Small Notes, Big Impact - In the world of practicality, sticky notes play a crucial role as handy reminders, task organizers, and instant notes. From jotting down quick thoughts to keeping crucial details at the forefront, Sticky Notes are the unsung heroes of our daily routines.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"A-soft Pastel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"10 Pads Lined Sticky Notes, Sticky Note Pads 3x3 inches, 10 Bright Color Sticky Notes with Lines Self-Stick Note Pads, Perfect for Office Home School(100 Sheet/Pad)\", \"asin\": \"B0DCG2WBR8\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"Eastern Wolf Sticky Notes,8 Pads 3x3 Inch Removable Notes, Memo pads, 8 Bright Multi Colors Adhesive Notes, Self-Stick Notes, 85 Sheet/Pad\", \"asin\": \"B08H593JZG\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"(12 Pack) Sticky Notes 3x3 Inches, ZCZN Morandi Color Self-Stick Note Pads, Colorful Sticky Notes Bulk, Easy to Post for Home, Office, School - 60 Sheets/Pad\", \"asin\": \"B0C7FMYZ14\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"HappyHapi Sticky Notes 3x3 Inches Bulk 28 Pack 2800 Sheets Colored Self-Stick Pads, 100 Sheets/Pad, 4 Bright Colors (Yellow, Green, Pink, Blue) for Office Supplies, School, Home\", \"asin\": \"B07K6FS8S4\", \"price\": \"$14.34\", \"quantity\": \"\"},\n {\"title\": \"(24 Pack) Sticky Notes 3x3 in Post Bright Stickies Colorful Super Sticking Power Memo Pads, Strong Adhesive, 74 Sheets/pad\", \"asin\": \"B07VRYX57R\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"umikk 50 Pads Mini Sticky Notes 1.5X 2 inch, Small Self-Stick Note, Bulk Tiny Pads for Office, School, Home, 100 Sheets/Pad, 4 Pastel Colors, Pink, Yellow, Green, Blue\", \"asin\": \"B07PHS9SX3\", \"price\": \"$12.74\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 in (12 Pads) Bright Colored Super Self Sticky Pads - 100 Sheets/Pa...\", \"asin\": \"B07DMZVC5M\", \"price\": \"$12.15\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes Set, Post Self-Stick Notes Pads for Journaling Notebook Planner Study, Office Supplies College Essentials Back to School Supplies for High School Students Teen Girl Gifts Preppy Stuff\", \"asin\": \"B07H934WK4\", \"price\": \"$5.39\", \"quantity\": \"\"},\n {\"title\": \"9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...\", \"asin\": \"B0CKZFM5R1\", \"price\": \"$7.73\", \"quantity\": \"\"},\n {\"title\": \"800 Sheets Transparent Sticky Notes, 3x3 Inch 14 Pads Self-Adhesive Translucent Clear See Through Post Sticky Notes for Planner Office School College Teacher Student Supplies 6 Bright Color\", \"asin\": \"B09Z6NVJV1\", \"price\": \"$6.71\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky 100% Recycled Pop-up Notes, Oasis Collection, 3 in. x 3 in., 70 Sheets, 18 Pads, School Supplies and Office Products\", \"asin\": \"B0DX44ZZRK\", \"price\": \"$24.36\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, 3x3 in, 6 Pads/Pack, 90 Sheets/Pad, Amazon Exclusive Bright Color Collection, Aqua Splash, Acid Lime, Tropical Pink, Sunnyside, Guava and Iris Infusion\", \"asin\": \"B09MWNRSB1\", \"price\": \"$7.80\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJYBG3N\", \"price\": \"$16.01\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches Soft Pastel Self-Stick Note Pads for Office School and Home Organization 5 Pads 500 Sheets Vibrant and Versatile Notes\", \"asin\": \"B014T41DI0\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Early Buy 3x3 Inch Sticky Notes, 6 Pads (100 Sheets/Pad) - Soft Pastel Colors for Office, School, Home, Memo Notes, Journals & Planning - Repositionable Self-Stick Paper\", \"asin\": \"B07PMH4TS2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Mr. Pen- Bulk Sticky Notes, Morandi Colors Self-Stick Aesthetic, Colorful, 3\\u201dx3\\u201d, 12 Pads\", \"asin\": \"B09ZX93YL3\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"price\": \"$5.09\"},\n {\"title\": \"deli Sticky Notes, 12 Pads, 3x3 inches, Colorful Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization, Creative Shape\", \"asin\": \"B0CSK4YR6N\", \"price\": \"$8.19\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"XQUESTION Sticky Notes, 18 Pads, 3 x 3 inches, Multi-Color, Self-Stick Pads, 56 Sheets/Pad, School Supplies and Office Products(A-18 Pads)\", \"asin\": \"B0DJVXDL4T\", \"price\": \"$5.99\"},\n {\"title\": \"(18 Pads) Sticky Notes 3x3 inch, Self-Stick Pads Bright Colors Sticky Note, Recyclable, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D6RPPK9H\", \"price\": \"$8.99\"},\n {\"title\": \"MaxGear 16 Pads Sticky Notes 3x3, 8 Bright Colors Sticky Pad Strong Adhesive Self-Stick Note Pads for School Supplies/Office Products, Reminders Note on Smooth Surface, 60 Sheets/Pad\", \"asin\": \"B0CLLKF1GL\", \"price\": \"$7.39\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:41:23.020Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B01D8F5FKS\", \"price\": \"$18.29\", \"quantity\": \"\"},\n {\"title\": \"BIC Round Stic Xtra Life Ballpoint Pens, Medium Point (1.0mm), Blue, Flexible Round Barrel For Writing Comfort, 60-Count\", \"asin\": \"B001Q4HUNO\", \"price\": \"$6.74\", \"quantity\": \"\"},\n {\"title\": \"HQCME 9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colorful Super Sticking Power Memo Pads Strong Adhesive, Sticky Notes with Lines Office, Home, 35 Sheets/pad\", \"asin\": \"/promo/A5YSHA9QV1JDP\", \"price\": \"$7.79\", \"quantity\": \"\"},\n {\"title\": \"(50 Pads) Sticky Notes 1.5x2, 10 Colors Self Sticky Notes, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D5QCDK9H\", \"price\": \"$8.09\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets\", \"asin\": \"B082VSDZRL\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad\", \"asin\": \"B09TDN6CR3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack\", \"asin\": \"B082VSB7L5\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"BIC(R) Wite-Out(R) Correction Tape, 471 3/5in., Pack Of 10, BICWOTAP10\", \"asin\": \"B002MGJZRE\", \"price\": \"$15.07\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n {\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics 1/3-Cut Tab, Assorted Positions File Folders, Letter Size, Manila - Pack of 100\", \"asin\": \"B01LYHE49W\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 60-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens\", \"asin\": \"B0012YVGOW\", \"price\": \"$6.74\", \"quantity\": \"\"},\n {\"title\": \"BIC Brite Liner Highlighters, Chisel Tip, 5-Count Pack of Highlighters Assorted Colors, Ideal Highlighter Set for Organizing and Coloring\", \"asin\": \"B000Q5ZGIA\", \"price\": \"$2.17\", \"quantity\": \"\"},\n {\"title\": \"BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 144-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens\", \"asin\": \"B06WGMTMVM\", \"price\": \"$15.79\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"selected\": true, \"options\": [{\"Color\": \"A-soft Pastel\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:41:27.655Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T01:41:27.655Z
|
purchase
|
B0CMGJ6FRB
|
rule
|
2025-04-14T01:41:27.655Z
|
train
| 612 |
2025-04-14T01:41:27.655Z
|
purchase
|
B0CMGJ6FRB
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection", "asin": "B01D8F5FKS", "price": "$18.29", "quantity": ""},
{"title": "BIC Round Stic Xtra Life Ballpoint Pens, Medium Point (1.0mm), Blue, Flexible Round Barrel For Writing Comfort, 60-Count", "asin": "B001Q4HUNO", "price": "$6.74", "quantity": ""},
{"title": "HQCME 9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colorful Super Sticking Power Memo Pads Strong Adhesive, Sticky Notes with Lines Office, Home, 35 Sheets/pad", "asin": "/promo/A5YSHA9QV1JDP", "price": "$7.79", "quantity": ""},
{"title": "(50 Pads) Sticky Notes 1.5x2, 10 Colors Self Sticky Notes, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "B0D5QCDK9H", "price": "$8.09", "quantity": ""},
{"title": "Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets", "asin": "B082VSDZRL", "price": "$9.99", "quantity": ""},
{"title": "(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad", "asin": "B09TDN6CR3", "price": "$7.99", "quantity": ""},
{"title": "Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack", "asin": "B082VSB7L5", "price": "$7.99", "quantity": ""},
{"title": "BIC(R) Wite-Out(R) Correction Tape, 471 3/5in., Pack Of 10, BICWOTAP10", "asin": "B002MGJZRE", "price": "$15.07", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Amazon Basics 1/3-Cut Tab, Assorted Positions File Folders, Letter Size, Manila - Pack of 100", "asin": "B01LYHE49W", "price": "$15.99", "quantity": ""},
{"title": "BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 60-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens", "asin": "B0012YVGOW", "price": "$6.74", "quantity": ""},
{"title": "BIC Brite Liner Highlighters, Chisel Tip, 5-Count Pack of Highlighters Assorted Colors, Ideal Highlighter Set for Organizing and Coloring", "asin": "B000Q5ZGIA", "price": "$2.17", "quantity": ""},
{"title": "BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 144-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens", "asin": "B06WGMTMVM", "price": "$15.79", "quantity": ""}
],
"active_items": [
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel", "asin": "B0CMGJ6FRB", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "selected": true, "options": [{"Color": "A-soft Pastel"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T01:41:27.655Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0CMGJ6FRB</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0CMGJ6FRB</answer_argument>",
"index": 612,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Post-it Super Sticky Notes, 24 Sticky Note Pads, 3 x 3 in., School Supplies, Office Products, Sticky Notes for Vertical Surfaces, Monitors, Walls and Windows, Supernova Neons Collection\", \"asin\": \"B01D8F5FKS\", \"price\": \"$18.29\", \"quantity\": \"\"},\n {\"title\": \"BIC Round Stic Xtra Life Ballpoint Pens, Medium Point (1.0mm), Blue, Flexible Round Barrel For Writing Comfort, 60-Count\", \"asin\": \"B001Q4HUNO\", \"price\": \"$6.74\", \"quantity\": \"\"},\n {\"title\": \"HQCME 9 Pack Lined Sticky Notes 4X6 in Post, 9 Pastel Colors Large Ruled Post Sticky Colorful Super Sticking Power Memo Pads Strong Adhesive, Sticky Notes with Lines Office, Home, 35 Sheets/pad\", \"asin\": \"/promo/A5YSHA9QV1JDP\", \"price\": \"$7.79\", \"quantity\": \"\"},\n {\"title\": \"(50 Pads) Sticky Notes 1.5x2, 10 Colors Self Sticky Notes, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"B0D5QCDK9H\", \"price\": \"$8.09\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 1.5x2 Inches, Bright Colors Self-Stick Pads, 24 Pack, 75 Sheets/Pad,1800 Sheets\", \"asin\": \"B082VSDZRL\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"(24 Pads) Sticky Notes 1.5x2 in, 8 Colors Post Self Sticky Notes Pad Its, Bright Post Stickies Colorful Sticky Notes for Office, Home, School, Meeting, 75 Sheets/pad\", \"asin\": \"B09TDN6CR3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Lined Sticky Notes 4X6 in Bright Ruled Post Stickies Colorful Super Sticking Power Memo Pads, 45 Sheets/pad, 6 Pads/Pack\", \"asin\": \"B082VSB7L5\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"BIC(R) Wite-Out(R) Correction Tape, 471 3/5in., Pack Of 10, BICWOTAP10\", \"asin\": \"B002MGJZRE\", \"price\": \"$15.07\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n {\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics 1/3-Cut Tab, Assorted Positions File Folders, Letter Size, Manila - Pack of 100\", \"asin\": \"B01LYHE49W\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 60-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens\", \"asin\": \"B0012YVGOW\", \"price\": \"$6.74\", \"quantity\": \"\"},\n {\"title\": \"BIC Brite Liner Highlighters, Chisel Tip, 5-Count Pack of Highlighters Assorted Colors, Ideal Highlighter Set for Organizing and Coloring\", \"asin\": \"B000Q5ZGIA\", \"price\": \"$2.17\", \"quantity\": \"\"},\n {\"title\": \"BIC Round Stic Xtra Life Black Ballpoint Pens, Medium Point Pens (1.0mm), 144-Count Pack of Bulk Pens, Flexible Round Barrel for Writing Comfort, No. 1 Selling Ballpoint Pens\", \"asin\": \"B06WGMTMVM\", \"price\": \"$15.79\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Soft Pastel Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Soft Pastel\", \"asin\": \"B0CMGJ6FRB\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"selected\": true, \"options\": [{\"Color\": \"A-soft Pastel\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:41:27.655Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\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{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CY1YZQS7\"\n},\n {\n \"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets\", \"asin\": \"B07V1QY7DV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"QILIMA Sticky Notes 3\\u201dx3\\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0DLGKH5P5\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.66\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable\", \"asin\": \"B0DK1Q6Y64\", \"price\": \"$7.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\"},\n {\"title\": \"Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad\", \"asin\": \"B0DG8YXGHG\", \"price\": \"$6.99\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\"},\n {\"title\": \"Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)\", \"asin\": \"B0018191SM\", \"price\": \"$12.87\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"Mr. Pen- Sticky Notes, 3\\\"x3\\\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk\", \"asin\": \"B0CSWV8RJW\", \"price\": \"$7.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:42:10.423Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T01:42:10.423Z
|
click
|
nav_bar
|
rule
|
2025-04-14T01:42:10.423Z
|
train
| 613 |
2025-04-14T01:42:10.423Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|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": "sticky notes"
}
],
"product_details": [
{
"asin": "B0CY1YZQS7"
},
{
"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad"
},
{
"price": "$5.99"
},
{
"bullet_list": "800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets", "asin": "B07V1QY7DV", "price": "$6.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "QILIMA Sticky Notes 3\u201dx3\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0DLGKH5P5", "price": "$11.99", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.66", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable", "asin": "B0DK1Q6Y64", "price": "$7.99", "quantity": ""}
],
"comparison_items": [
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99"},
{"title": "Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad", "asin": "B0DG8YXGHG", "price": "$6.99"},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)", "asin": "B0018191SM", "price": "$12.87"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "Mr. Pen- Sticky Notes, 3\"x3\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk", "asin": "B0CSWV8RJW", "price": "$7.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T01:42:10.423Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"index": 613,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\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{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CY1YZQS7\"\n},\n {\n \"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets\", \"asin\": \"B07V1QY7DV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"QILIMA Sticky Notes 3\\u201dx3\\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0DLGKH5P5\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.66\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable\", \"asin\": \"B0DK1Q6Y64\", \"price\": \"$7.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\"},\n {\"title\": \"Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad\", \"asin\": \"B0DG8YXGHG\", \"price\": \"$6.99\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\"},\n {\"title\": \"Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)\", \"asin\": \"B0018191SM\", \"price\": \"$12.87\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"Mr. Pen- Sticky Notes, 3\\\"x3\\\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk\", \"asin\": \"B0CSWV8RJW\", \"price\": \"$7.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:42:10.423Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CY1YZQS7\"\n},\n {\n \"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets\", \"asin\": \"B07V1QY7DV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"QILIMA Sticky Notes 3\\u201dx3\\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0DLGKH5P5\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.66\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable\", \"asin\": \"B0DK1Q6Y64\", \"price\": \"$7.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\"},\n {\"title\": \"Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad\", \"asin\": \"B0DG8YXGHG\", \"price\": \"$6.99\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\"},\n {\"title\": \"Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)\", \"asin\": \"B0018191SM\", \"price\": \"$12.87\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"Mr. Pen- Sticky Notes, 3\\\"x3\\\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk\", \"asin\": \"B0CSWV8RJW\", \"price\": \"$7.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:42:14.723Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T01:42:14.723Z
|
click
|
nav_bar
|
rule
|
2025-04-14T01:42:14.723Z
|
train
| 614 |
2025-04-14T01:42:14.723Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T01:42:10.423Z", "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": "sticky notes"
}
],
"product_details": [
{
"asin": "B0CY1YZQS7"
},
{
"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad"
},
{
"price": "$5.99"
},
{
"bullet_list": "800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack", "asin": "B088R4WHHV", "price": "$6.99", "quantity": ""},
{"title": "Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets", "asin": "B07V1QY7DV", "price": "$6.99", "quantity": ""},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99", "quantity": ""},
{"title": "GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad", "asin": "B0D1471NMQ", "price": "$4.99", "quantity": ""},
{"title": "Joyberg 18 Pads Sticky Notes, 3x3\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad", "asin": "B0D2HDBKTM", "price": "$4.99", "quantity": ""},
{"title": "QILIMA Sticky Notes 3\u201dx3\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes", "asin": "B0DLGKH5P5", "price": "$11.99", "quantity": ""},
{"title": "Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)", "asin": "B0BT8CF59D", "price": "$14.66", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "B0BPJTRF4Y", "price": "$15.73", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "B07WQ1VZKW", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi", "asin": "B0D174CS8J", "price": "$5.09", "quantity": ""},
{"title": "Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)", "asin": "B00006JNNE", "price": "$13.99", "quantity": ""},
{"title": "4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable", "asin": "B0DK1Q6Y64", "price": "$7.99", "quantity": ""}
],
"comparison_items": [
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad", "asin": "B0CY1YZQS7", "price": "$5.99"},
{"title": "Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad", "asin": "B0DG8YXGHG", "price": "$6.99"},
{"title": "EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad", "asin": "B0BZVQ6VYZ", "price": "$4.99"},
{"title": "Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)", "asin": "B0018191SM", "price": "$12.87"},
{"title": "Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad", "asin": "B0DCFQ8DJG", "price": "$5.98"},
{"title": "Mr. Pen- Sticky Notes, 3\"x3\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk", "asin": "B0CSWV8RJW", "price": "$7.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-14T01:42:14.723Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>nav_bar</answer_argument>",
"index": 614,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"sticky notes\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CY1YZQS7\"\n},\n {\n \"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\"\n},\n {\n \"price\": \"$5.99\"\n},\n {\n \"bullet_list\": \"800 Sheets Sticky Notes: Our sticky notes 3x3 inches, includes 8 pads sticky note, 100 sheets / pad, total 800 sheets, enough for you to use at school, office, home 8 Color Sticky Note Pads: Our sticky pads come in 8 colors, light blue, light yellow, light pink, light green, morandi green, morandi pink, morandi purple, morandi blue, can help you easily sort by color to-dos, notes, and more Premium Thickened Paper: Our 3x3 sticky notes are made of premium and sturdy 80gsm paper, thickened paper, does not leak ink, shred and curl Strong Adhesive: Self-stick note pads, make sure the sticky notes remain in place and can be re-pasted as well, make it easy to leave messages on walls, blackboard, mirrors, computer, and other surfaces Satisfaction Guaranteed: We are very confident in our sticky notes, please contact us if any issue with our products\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...\", \"asin\": \"B0D53JF7FZ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"8 Pads Pop Up Sticky Notes 3x3 Refills Pastel Colors Self-Stick Notes Pads Super Adhesive Sticky Notes Great Value Pack\", \"asin\": \"B088R4WHHV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Winner Aura Sticky Notes 3x3 inch Bright Colors Self-Stick Pads 6 Pack 600 Sheets\", \"asin\": \"B07V1QY7DV\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"GOTIDEAL Sticky Notes, 8 Pads, 3x3 inches Stick Notes, 800 Sheets Pastel Colors Self-Stick Note Pads, Easy to Post for Home, Office Supplies, Study Notebook, 100 Sheets/pad\", \"asin\": \"B0D1471NMQ\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Joyberg 18 Pads Sticky Notes, 3x3\\u201d Aesthetic Sticky Notes, 9 Colors of Neutral Notes for Office, School, Home Desks, and More, 50 Sheets/Pad\", \"asin\": \"B0D2HDBKTM\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"QILIMA Sticky Notes 3\\u201dx3\\u201d12 Pads, Pastel Colors Sticky Notes, Sticky Note, Self-Stick Note Pads, Sticky Pads Sticky Notes Aesthetic, Colorful Sticky Notes, Sticky Notes Bulk Sticky Notes\", \"asin\": \"B0DLGKH5P5\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes Teacher Pack, Assorted Colors, 3 in. x 3 in., 15 Pads/Pack, 45 Sheets/Pad (654-15SSBTS-SR)\", \"asin\": \"B0BT8CF59D\", \"price\": \"$14.66\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, 3 in. x 3 in., 12 Pads, 70 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"B0BPJTRF4Y\", \"price\": \"$15.73\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"B07WQ1VZKW\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes, 12 Pads, 3x3 inches, Morandi Self-Stick Note Pads, Perfect for Office, Study, and Daily Life Organization - Morandi\", \"asin\": \"B0D174CS8J\", \"price\": \"$5.09\", \"quantity\": \"\"},\n {\"title\": \"Post-it Notes 3x3 in, 12 Pads, America's #1 Favorite Sticky Notes, Canary Yellow, Clean Removal, Recyclable (654)\", \"asin\": \"B00006JNNE\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"4x6 Inch Lined Sticky Notes, 8 Pack, Light Colors, Premium Self-Adhesive Notepads, Large Sticky Pads for Office, School & Home Use, Easy to Use, Reusable & Removable\", \"asin\": \"B0DK1Q6Y64\", \"price\": \"$7.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Sticky Pads, Sticky Notes Bulk, Self-Stick Note Pads, 100 Sheets/pad\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\"},\n {\"title\": \"Sticky Notes 3x3inch, 8 Pads Self-Stick Notes, 8 Pastel Multi Colors with Gray Note Pads, Suitable for School, Home, Office,80 Sheet/Pad\", \"asin\": \"B0DG8YXGHG\", \"price\": \"$6.99\"},\n {\"title\": \"EOOUT 8 Pads Pastel Sticky Notes, 3x3 Inches, Super Adhesive Self-Stick Note Pads, Morandi Colors Pastel Sticky Notes for Study, Works,100 Sheets/Pad\", \"asin\": \"B0BZVQ6VYZ\", \"price\": \"$4.99\"},\n {\"title\": \"Highland Sticky Notes, 3 x 3 Inches, Yellow, Set of 24 (6549-24)\", \"asin\": \"B0018191SM\", \"price\": \"$12.87\"},\n {\"title\": \"Sticky Notes,10 Pads,3x3 Inches, Colorful Self-Stick Notes Pads, Office Supplies,Perfect for Office, Study, and Daily Life Organization,100 Sheets/pad\", \"asin\": \"B0DCFQ8DJG\", \"price\": \"$5.98\"},\n {\"title\": \"Mr. Pen- Sticky Notes, 3\\\"x3\\\", 24 Pads, Pastel Colors, Self-Stick Pads, Aesthetic, Colorful, Bulk\", \"asin\": \"B0CSWV8RJW\", \"price\": \"$7.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T01:42:14.723Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T18:02:55.855Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T18:02:55.855Z
|
input
|
paper quilling kit
|
rule
|
2025-04-15T18:02:55.855Z
|
train
| 615 |
2025-04-15T18:02:55.855Z
|
input
|
paper quilling kit
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-15T18:02:55.855Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>paper quilling kit</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>paper quilling kit</answer_argument>",
"index": 615,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T18:02:55.855Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"paper quilling kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)\", \"asin\": \"B07TVXGMNL\", \"price\": \"$42.99\", \"quantity\": \"\"},\n {\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower\", \"asin\": \"B073CHTXKF\", \"price\": \"$43.99\", \"quantity\": \"\"},\n {\"title\": \"JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue\", \"asin\": \"B08FMD6MV4\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm\", \"asin\": \"B00Z1EEB28\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)\", \"asin\": \"B07TVXGMNL\", \"price\": \"$42.99\", \"quantity\": \"\"},\n {\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft\", \"asin\": \"B07R4HT35P\", \"price\": \"$15.39\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)\",\n \"asin\": \"B01M73FDFD\"\n},\n {\n \"title\": \"JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)\",\n \"asin\": \"B01MDK733B\"\n},\n {\n \"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\",\n \"asin\": \"B017BFL6JU\"\n}\n ],\n \"search_results\": [\n {\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft\", \"asin\": \"B07R4HT35P\", \"price\": \"$15.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)\", \"asin\": \"B07TVXGMNL\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members Only 3 left in stock - order soon.\"},\n {\"title\": \"JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm\", \"asin\": \"B00Z1EEB28\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Paper Quilling Strips Set\\uff0c36 Colors 900 Strips Width 3mm Length 39cm\", \"asin\": \"B073WWM4YP\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"MY CREATIVE CAMP Beginner's Quilling Kit for Kids and Adults, DIY Craft Kit for Kids and Adults, Paper Quilling Kit for Beginners with Tools, Instructions & Storage Box, Makes 10+ Fun Projects\", \"asin\": \"B08QMM2MND\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft\", \"asin\": \"B07R4HT35P\", \"price\": \"$15.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers\", \"asin\": \"B08DX69D6R\", \"price\": \"$6.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower\", \"asin\": \"B073CHTXKF\", \"price\": \"$43.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B6HCGNM9\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17 Arrives before Easter\"},\n {\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)\", \"asin\": \"B0BKGL1H8Z\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B42J5436\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Quilling Kit with 1860 Paper Strips 39cm/54cm and Quilling Tools Like Quilling Pen Slotted Tool Paper Rolling Electric Pen Template Board Quilling DIY Tool Grid Guide Paper Design Drawings Scissors\", \"asin\": \"B07KJHFCRY\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"WEBEEDY Paper Quilling Kit 20 Sets Flower Card Quilling Kit with Paper Quilling Strips Tools Paper Quilling Set DIY Handmade Arts Crafts Christmas Valentine's Day Birthday Gifts\", \"asin\": \"B0CLRS4ZNQ\", \"price\": \"$15.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"12 Pcs Paper Quilling Slotted Tool Paper Curling Tools Kit Quilling Needle Pen for Art Craft Different Size DIY Paper Cardmaking Project Rolling Multifunction Slotted Quilling Tool Set Handmade Tools\", \"asin\": \"B0B9RZ8CXW\", \"price\": \"$5.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)\", \"asin\": \"B01MDK733B\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B0B8MLZDTS\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Arrives before Easter\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09DSW8S5W\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09DSTDMWQ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 9 left in stock - order soon.\"},\n {\"title\": \"Uniquilling Quilling Kit Paper Quilling Kit for Adults Beginner, Handmade DIY Craft Quilling Paper Filigree Painting Kit Tools, Room Wall Art Decor Gifts, 16 * 20-inch Great Wave Off Kanagawa (Basic)\", \"asin\": \"B0B7HCM662\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 8 left in stock - order soon.\"},\n {\"title\": \"WEBEEDY Paper Quilling Kit 20 Sets DIY Sea Animals Paper Quilling Kit with Paper Quilling Strips Supplies Ocean Greeting Card Making Kits for Beginners DIY Handmade Crafts Home Room Wall Decor Gift\", \"asin\": \"B0CX95HZ4J\", \"price\": \"$14.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Quilling Kits - Quilling Tools and Supplies,Paper Crimper,Quilling Paper\", \"asin\": \"B07Q49DCPJ\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n {\"title\": \"Tanstic 64Pcs Paper Quilling Kits, 45 Colors 900 Strips Paper Quilling Tools and Supplies for Beginners Perfect DIY Handcraft Quilling Set\", \"asin\": \"B09GB476HL\", \"price\": \"$17.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 20 left in stock - order soon.\"},\n {\"title\": \"Konsait 20 Pack Paper Quilling Accessories Kit - Quilling Supplies for Adults - DIY Drawing Handcraft\", \"asin\": \"B08D7GHX8Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Lind Kitchen 3D Domes Half Ball Mould 3-Row Paper Quilling Tools Plastic Mini Quilling Mold for DIY Paper Craft Tool, Pink\", \"asin\": \"B0BD7QPPRG\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 10 left in stock - order soon.\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09DSVC5L9\", \"price\": \"$19.60\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Woohome Quilling Supplies Paper Quilling Kits with 12 Quilling Tools and 36 Colors 880 Strips Quilling Paper for Craft\", \"asin\": \"B0831DZ5RH\", \"price\": \"$16.90\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17 Only 1 left in stock - order soon.\"},\n {\"title\": \"Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\\\" Length\", \"asin\": \"B091DZV862\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B6HCGNM9\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17 Arrives before Easter\"},\n {\"title\": \"WEBEEDY 20 Sets Paper Quilling Kits for Beginners DIY Lovely Animal Quilling Card Making Kits with 36 Colors Strips, 20 Cards, Paper Quilling Tools and Supplies Home Room Wall Art Decor Creative Gift\", \"asin\": \"B0CX976YRS\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Ywait2long Paper Quilling Kit for Beginners, DIY Craft Kit, Paper Filigree Kit with 5 Different Quilling Patterns, Updated Paper Crimper, Glue and Other Essential Tools - Fun and Creative Gift\", \"asin\": \"B0DB1G1BLG\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"JUYA Quilling Greeting Card Making Kit Mega Pack 10 Different Kits\", \"asin\": \"B07X3LX9H4\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"YURROAD 19pcs Beginners Quilling Tools Kit Electric Slotted Quilling Pen Template Board Curling Coach Crimper Comb Filigrana Tools Set\", \"asin\": \"B075F72CYZ\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue\", \"asin\": \"B08FMD6MV4\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"YURROAD Quilling Paper Set with 900pcs 5mm Quilling Paper Strips Filigree Tool Kit and Quilling Board Slotted Pen Curling Coach Crimper\", \"asin\": \"B073D6X23Y\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 16 * 20-inch Purple Mandala, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09G2ZW9PR\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 14 left in stock - order soon.\"},\n {\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B0B8MLZDTS\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Arrives before Easter\"},\n {\"title\": \"Saktopdeco Colorful Quilling Paper Flowers DIY Flowers Petal Paper Quilling Strips for Beginners Handmade Art Crafts, 13.7 Inch / 35 CM\", \"asin\": \"B093H8GMZR\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"MDLUU Paper Quilling Kit with 1860 Strips and Quilling Tools and Storage Box, Paper Quilling Craft Great for DIY Learning Class, Home Decoration, Birthday Gift\", \"asin\": \"B07TSDRJ97\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B42J5436\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"WEBEEDY 20 Sets Paper Quilling Kit for Adult Beginner DIY Flower Basket Themes Quilling Blank Card Kit 5 Styles Flower Basket Greeting Card Making Kit with Instruction for Birthday Halloween Christmas\", \"asin\": \"B0DP44ZJB9\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 3 left in stock - order soon.\"},\n {\"title\": \"Floranea 4 Pcs Paper Quilling Tools Slotted Kit Rolling Curling Quilling Needle Pen Rose Blue for Art Craft DIY Paper Cardmaking Project (4 pcs)\", \"asin\": \"B07N5CN84K\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Quill On World of Paper Quilling with Electric Quilling Tool | Paper Quilling Kit | Crafts for Girls Ages 8-12 | Craft Kit | 8 Year Old Girl Birthday Gift\", \"asin\": \"B0788K4V1M\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kits for Adults and Kids Beginner, Exquisite Handmade for DIY Paper Filigree Painting Kits, Home Room Wall Art Decor Best Gifts, 8 * 10-inch Betta(Basic)\", \"asin\": \"B0B9645BTS\", \"price\": \"$19.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 5 left in stock - order soon.\"},\n {\"title\": \"Quilling Paper Set for Beginners with 36 Colors 900 Strips 3MM Quilling Papers Quilling Template Board Quilling Comb Quilling Curling Coach Quilling Slotted Pen\", \"asin\": \"B0B2JYD274\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)\", \"asin\": \"B01M73FDFD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"FAZHBARY 20 Inch / 50 CM Quilling Paper Flowers Kit Colorful 8 Different Petal Paper Quilling Strips Bulk for Beginners DIY Handmade Art Crafts\", \"asin\": \"B0BZYVBVLX\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"Electric Slotted Tool Electric Quilling Pen Automated Paper Volume Curling Pen for Paper Rolling Crafts\", \"asin\": \"B09XQW4CQ8\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Kits Paper Quilling Kit for Adults Beginner, Paper Filigree Painting Kits DIY Kits for Adults with Complete Quilling Tools, Modern Wall Art for Living Room, 16*20-inch Owl(Basic)\", \"asin\": \"B099JHFXBF\"},\n {\"title\": \"8 Pieces,Quilling Kits,Paper Quilling Tools,Quilling Knitting Board,Quilling Needles,Quilling Curling Coach,Paper Craft DIY Tools,Assorted Sizes Rolling Curling Quilling Needle Pen,XIWUMOER (Blue)\", \"asin\": \"B09Y985K1R\", \"price\": \"$7.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Kits, 8 * 10-in Letters A Paper Filigree Kits with Quilling Tools& Using Manual, Paper Quilling Kits, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B09DSV2ZWK\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Quilling Tool Quil Board with Pins Storage Box, Grid Guide Quilling Board for Making Paper Strips\", \"asin\": \"B075FR67QQ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"JUYA Multi-Color Paper Quilling Strips Set 60 Colors 10 packs 54cm Length Paper Width 3mm (0.12 in)\", \"asin\": \"B092MM9JYP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"19pcs Paper Quilling Tools Kit Paper Strips DIY Tool Set with Slotted Pen Quilling Board Curling Coach Comb Crimper Border Buddy Filigrana Tool Kit\", \"asin\": \"B074BWQ316\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)\", \"asin\": \"B0BKGL1H8Z\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"PH PandaHall Paper Quilling Kit 360pcs Paper Quilling Strips Sunflower Quilling Pattern Template Board Quilling Patterns DIY Crafts Set for Beginner Adults 9.6x8.2in\", \"asin\": \"B0D5HXQH5G\", \"price\": \"$15.89\", \"delivery\": \"FREE delivery Sat, Apr 19 Arrives before Easter Only 5 left in stock - order soon.\"},\n {\"title\": \"Quilling Kit, Flower Sampler\", \"asin\": \"B002LN61R0\", \"price\": \"$4.95\", \"delivery\": \"$4.50 delivery Wed, Apr 23\"},\n {\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Blue Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B4JJZ916\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T18:04:19.566Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T18:04:19.566Z
|
click_product
|
B00Z1EEB28
|
rule
|
2025-04-15T18:04:19.566Z
|
train
| 616 |
2025-04-15T18:04:19.566Z
|
click_product
|
B00Z1EEB28
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "paper quilling kit"
}
],
"promotion_items": [
{"title": "Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)", "asin": "B07TVXGMNL", "price": "$42.99", "quantity": ""},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "quantity": ""},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
{"title": "Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower", "asin": "B073CHTXKF", "price": "$43.99", "quantity": ""},
{"title": "JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue", "asin": "B08FMD6MV4", "price": "$49.99", "quantity": ""},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "quantity": ""},
{"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm", "asin": "B00Z1EEB28", "price": "$9.99", "quantity": ""},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "quantity": ""},
{"title": "Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)", "asin": "B07TVXGMNL", "price": "$42.99", "quantity": ""},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "quantity": ""},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "quantity": ""}
],
"ads": [
{
"title": "JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)",
"asin": "B01M73FDFD"
},
{
"title": "JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)",
"asin": "B01MDK733B"
},
{
"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)",
"asin": "B017BFL6JU"
}
],
"search_results": [
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon."},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)", "asin": "B07TVXGMNL", "price": "$42.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members Only 3 left in stock - order soon."},
{"title": "JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm", "asin": "B00Z1EEB28", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Paper Quilling Strips Set\uff0c36 Colors 900 Strips Width 3mm Length 39cm", "asin": "B073WWM4YP", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)", "asin": "B017BFL6JU", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "MY CREATIVE CAMP Beginner's Quilling Kit for Kids and Adults, DIY Craft Kit for Kids and Adults, Paper Quilling Kit for Beginners with Tools, Instructions & Storage Box, Makes 10+ Fun Projects", "asin": "B08QMM2MND", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft", "asin": "B07R4HT35P", "price": "$15.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers", "asin": "B08DX69D6R", "price": "$6.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower", "asin": "B073CHTXKF", "price": "$43.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B6HCGNM9", "price": "$17.99", "delivery": " Two-Day FREE delivery Thu, Apr 17 Arrives before Easter"},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)", "asin": "B0BKGL1H8Z", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B42J5436", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Quilling Kit with 1860 Paper Strips 39cm/54cm and Quilling Tools Like Quilling Pen Slotted Tool Paper Rolling Electric Pen Template Board Quilling DIY Tool Grid Guide Paper Design Drawings Scissors", "asin": "B07KJHFCRY", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "WEBEEDY Paper Quilling Kit 20 Sets Flower Card Quilling Kit with Paper Quilling Strips Tools Paper Quilling Set DIY Handmade Arts Crafts Christmas Valentine's Day Birthday Gifts", "asin": "B0CLRS4ZNQ", "price": "$15.46", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "12 Pcs Paper Quilling Slotted Tool Paper Curling Tools Kit Quilling Needle Pen for Art Craft Different Size DIY Paper Cardmaking Project Rolling Multifunction Slotted Quilling Tool Set Handmade Tools", "asin": "B0B9RZ8CXW", "price": "$5.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)", "asin": "B01MDK733B", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B0B8MLZDTS", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 18 Arrives before Easter"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09DSW8S5W", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09DSTDMWQ", "price": "$14.99", "delivery": "FREE delivery Fri, Apr 18 Only 9 left in stock - order soon."},
{"title": "Uniquilling Quilling Kit Paper Quilling Kit for Adults Beginner, Handmade DIY Craft Quilling Paper Filigree Painting Kit Tools, Room Wall Art Decor Gifts, 16 * 20-inch Great Wave Off Kanagawa (Basic)", "asin": "B0B7HCM662", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 8 left in stock - order soon."},
{"title": "WEBEEDY Paper Quilling Kit 20 Sets DIY Sea Animals Paper Quilling Kit with Paper Quilling Strips Supplies Ocean Greeting Card Making Kits for Beginners DIY Handmade Crafts Home Room Wall Decor Gift", "asin": "B0CX95HZ4J", "price": "$14.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Quilling Kits - Quilling Tools and Supplies,Paper Crimper,Quilling Paper", "asin": "B07Q49DCPJ", "price": "$42.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Tanstic 64Pcs Paper Quilling Kits, 45 Colors 900 Strips Paper Quilling Tools and Supplies for Beginners Perfect DIY Handcraft Quilling Set", "asin": "B09GB476HL", "price": "$17.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 20 left in stock - order soon."},
{"title": "Konsait 20 Pack Paper Quilling Accessories Kit - Quilling Supplies for Adults - DIY Drawing Handcraft", "asin": "B08D7GHX8Y", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Lind Kitchen 3D Domes Half Ball Mould 3-Row Paper Quilling Tools Plastic Mini Quilling Mold for DIY Paper Craft Tool, Pink", "asin": "B0BD7QPPRG", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 10 left in stock - order soon."},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09DSVC5L9", "price": "$19.60", "delivery": "FREE delivery Apr 23 - 29 for Prime members Only 1 left in stock - order soon."},
{"title": "Woohome Quilling Supplies Paper Quilling Kits with 12 Quilling Tools and 36 Colors 880 Strips Quilling Paper for Craft", "asin": "B0831DZ5RH", "price": "$16.90", "delivery": " Two-Day FREE delivery Thu, Apr 17 Only 1 left in stock - order soon."},
{"title": "Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\" Length", "asin": "B091DZV862", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B6HCGNM9", "price": "$17.99", "delivery": " Two-Day FREE delivery Thu, Apr 17 Arrives before Easter"},
{"title": "WEBEEDY 20 Sets Paper Quilling Kits for Beginners DIY Lovely Animal Quilling Card Making Kits with 36 Colors Strips, 20 Cards, Paper Quilling Tools and Supplies Home Room Wall Art Decor Creative Gift", "asin": "B0CX976YRS", "price": "$18.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Ywait2long Paper Quilling Kit for Beginners, DIY Craft Kit, Paper Filigree Kit with 5 Different Quilling Patterns, Updated Paper Crimper, Glue and Other Essential Tools - Fun and Creative Gift", "asin": "B0DB1G1BLG", "price": "$23.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "JUYA Quilling Greeting Card Making Kit Mega Pack 10 Different Kits", "asin": "B07X3LX9H4", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "YURROAD 19pcs Beginners Quilling Tools Kit Electric Slotted Quilling Pen Template Board Curling Coach Crimper Comb Filigrana Tools Set", "asin": "B075F72CYZ", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue", "asin": "B08FMD6MV4", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "YURROAD Quilling Paper Set with 900pcs 5mm Quilling Paper Strips Filigree Tool Kit and Quilling Board Slotted Pen Curling Coach Crimper", "asin": "B073D6X23Y", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 16 * 20-inch Purple Mandala, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B09G2ZW9PR", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Only 14 left in stock - order soon."},
{"title": "IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)", "asin": "B01DVYWU36", "price": "$10.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool", "asin": "B07J4D6LZ1", "price": "$12.99", "delivery": "FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon."},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)", "asin": "B0B8MLZDTS", "price": "$19.99", "delivery": "FREE delivery Fri, Apr 18 Arrives before Easter"},
{"title": "Saktopdeco Colorful Quilling Paper Flowers DIY Flowers Petal Paper Quilling Strips for Beginners Handmade Art Crafts, 13.7 Inch / 35 CM", "asin": "B093H8GMZR", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "MDLUU Paper Quilling Kit with 1860 Strips and Quilling Tools and Storage Box, Paper Quilling Craft Great for DIY Learning Class, Home Decoration, Birthday Gift", "asin": "B07TSDRJ97", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B42J5436", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "WEBEEDY 20 Sets Paper Quilling Kit for Adult Beginner DIY Flower Basket Themes Quilling Blank Card Kit 5 Styles Flower Basket Greeting Card Making Kit with Instruction for Birthday Halloween Christmas", "asin": "B0DP44ZJB9", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 3 left in stock - order soon."},
{"title": "Floranea 4 Pcs Paper Quilling Tools Slotted Kit Rolling Curling Quilling Needle Pen Rose Blue for Art Craft DIY Paper Cardmaking Project (4 pcs)", "asin": "B07N5CN84K", "price": "$4.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Quill On World of Paper Quilling with Electric Quilling Tool | Paper Quilling Kit | Crafts for Girls Ages 8-12 | Craft Kit | 8 Year Old Girl Birthday Gift", "asin": "B0788K4V1M", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Uniquilling Quilling Paper Quilling Kits for Adults and Kids Beginner, Exquisite Handmade for DIY Paper Filigree Painting Kits, Home Room Wall Art Decor Best Gifts, 8 * 10-inch Betta(Basic)", "asin": "B0B9645BTS", "price": "$19.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 5 left in stock - order soon."},
{"title": "Quilling Paper Set for Beginners with 36 Colors 900 Strips 3MM Quilling Papers Quilling Template Board Quilling Comb Quilling Curling Coach Quilling Slotted Pen", "asin": "B0B2JYD274", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)", "asin": "B01M73FDFD", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "FAZHBARY 20 Inch / 50 CM Quilling Paper Flowers Kit Colorful 8 Different Petal Paper Quilling Strips Bulk for Beginners DIY Handmade Art Crafts", "asin": "B0BZYVBVLX", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "Electric Slotted Tool Electric Quilling Pen Automated Paper Volume Curling Pen for Paper Rolling Crafts", "asin": "B09XQW4CQ8", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kits Paper Quilling Kit for Adults Beginner, Paper Filigree Painting Kits DIY Kits for Adults with Complete Quilling Tools, Modern Wall Art for Living Room, 16*20-inch Owl(Basic)", "asin": "B099JHFXBF"},
{"title": "8 Pieces,Quilling Kits,Paper Quilling Tools,Quilling Knitting Board,Quilling Needles,Quilling Curling Coach,Paper Craft DIY Tools,Assorted Sizes Rolling Curling Quilling Needle Pen,XIWUMOER (Blue)", "asin": "B09Y985K1R", "price": "$7.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Uniquilling Quilling Kits, 8 * 10-in Letters A Paper Filigree Kits with Quilling Tools& Using Manual, Paper Quilling Kits, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B09DSV2ZWK", "price": "$11.99", "delivery": " Two-Day FREE delivery Thu, Apr 17"},
{"title": "Quilling Tool Quil Board with Pins Storage Box, Grid Guide Quilling Board for Making Paper Strips", "asin": "B075FR67QQ", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "JUYA Multi-Color Paper Quilling Strips Set 60 Colors 10 packs 54cm Length Paper Width 3mm (0.12 in)", "asin": "B092MM9JYP", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "19pcs Paper Quilling Tools Kit Paper Strips DIY Tool Set with Slotted Pen Quilling Board Curling Coach Comb Crimper Border Buddy Filigrana Tool Kit", "asin": "B074BWQ316", "price": "$21.99", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)", "asin": "B0BKGL1H8Z", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter"},
{"title": "PH PandaHall Paper Quilling Kit 360pcs Paper Quilling Strips Sunflower Quilling Pattern Template Board Quilling Patterns DIY Crafts Set for Beginner Adults 9.6x8.2in", "asin": "B0D5HXQH5G", "price": "$15.89", "delivery": "FREE delivery Sat, Apr 19 Arrives before Easter Only 5 left in stock - order soon."},
{"title": "Quilling Kit, Flower Sampler", "asin": "B002LN61R0", "price": "$4.95", "delivery": "$4.50 delivery Wed, Apr 23"},
{"title": "Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Blue Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room", "asin": "B0B4JJZ916"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-15T18:04:19.566Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B00Z1EEB28</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B00Z1EEB28</answer_argument>",
"index": 616,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"paper quilling kit\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)\", \"asin\": \"B07TVXGMNL\", \"price\": \"$42.99\", \"quantity\": \"\"},\n {\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower\", \"asin\": \"B073CHTXKF\", \"price\": \"$43.99\", \"quantity\": \"\"},\n {\"title\": \"JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue\", \"asin\": \"B08FMD6MV4\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm\", \"asin\": \"B00Z1EEB28\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)\", \"asin\": \"B07TVXGMNL\", \"price\": \"$42.99\", \"quantity\": \"\"},\n {\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft\", \"asin\": \"B07R4HT35P\", \"price\": \"$15.39\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)\",\n \"asin\": \"B01M73FDFD\"\n},\n {\n \"title\": \"JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)\",\n \"asin\": \"B01MDK733B\"\n},\n {\n \"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\",\n \"asin\": \"B017BFL6JU\"\n}\n ],\n \"search_results\": [\n {\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft\", \"asin\": \"B07R4HT35P\", \"price\": \"$15.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Paper Quilling Kits - Quilling Tools and Supplies,Paper Strips (Green Storage Toolbox)\", \"asin\": \"B07TVXGMNL\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members Only 3 left in stock - order soon.\"},\n {\"title\": \"JUYA Multi-color Quilling Strips Set 720 Strips 36 Colors 54cm Length/strip Paper Width 3mm\", \"asin\": \"B00Z1EEB28\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Paper Quilling Strips Set\\uff0c36 Colors 900 Strips Width 3mm Length 39cm\", \"asin\": \"B073WWM4YP\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"JUYA Paper Quilling Kits with 30 Colors 600 Strips and 8 Tools (Paper Width:3mm, Blue Tools)\", \"asin\": \"B017BFL6JU\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"MY CREATIVE CAMP Beginner's Quilling Kit for Kids and Adults, DIY Craft Kit for Kids and Adults, Paper Quilling Kit for Beginners with Tools, Instructions & Storage Box, Makes 10+ Fun Projects\", \"asin\": \"B08QMM2MND\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"TUPARKA 19 Pcs Paper Quilling Kits 45 Colors 900 Strips Quilling Art Paper DIY Craft\", \"asin\": \"B07R4HT35P\", \"price\": \"$15.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"12 Pack Paper Quilling Tools Slotted Kit, Different Sizes Rolling Curling Quilling Needle Pen Paper Cardmaking Project Tools Set for Paper Flowers\", \"asin\": \"B08DX69D6R\", \"price\": \"$6.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"Paper Quilling Kit 3mm/5mm/10mm 1740pcs Quilling Paper Strips Quilling Tool Set with Storage Box with Quilling Electric Slotted Pen Needle Curler Crimper Comb Board Template Border Buddy Tower\", \"asin\": \"B073CHTXKF\", \"price\": \"$43.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B6HCGNM9\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17 Arrives before Easter\"},\n {\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)\", \"asin\": \"B0BKGL1H8Z\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B42J5436\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Quilling Kit with 1860 Paper Strips 39cm/54cm and Quilling Tools Like Quilling Pen Slotted Tool Paper Rolling Electric Pen Template Board Quilling DIY Tool Grid Guide Paper Design Drawings Scissors\", \"asin\": \"B07KJHFCRY\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"WEBEEDY Paper Quilling Kit 20 Sets Flower Card Quilling Kit with Paper Quilling Strips Tools Paper Quilling Set DIY Handmade Arts Crafts Christmas Valentine's Day Birthday Gifts\", \"asin\": \"B0CLRS4ZNQ\", \"price\": \"$15.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"12 Pcs Paper Quilling Slotted Tool Paper Curling Tools Kit Quilling Needle Pen for Art Craft Different Size DIY Paper Cardmaking Project Rolling Multifunction Slotted Quilling Tool Set Handmade Tools\", \"asin\": \"B0B9RZ8CXW\", \"price\": \"$5.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"JUYA Paper Quilling Kit with Blue Tools 960 Strips Board Mould Crimper Coach Comb (Paper Width 3mm with Glue)\", \"asin\": \"B01MDK733B\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B0B8MLZDTS\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Arrives before Easter\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09DSW8S5W\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09DSTDMWQ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 9 left in stock - order soon.\"},\n {\"title\": \"Uniquilling Quilling Kit Paper Quilling Kit for Adults Beginner, Handmade DIY Craft Quilling Paper Filigree Painting Kit Tools, Room Wall Art Decor Gifts, 16 * 20-inch Great Wave Off Kanagawa (Basic)\", \"asin\": \"B0B7HCM662\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 8 left in stock - order soon.\"},\n {\"title\": \"WEBEEDY Paper Quilling Kit 20 Sets DIY Sea Animals Paper Quilling Kit with Paper Quilling Strips Supplies Ocean Greeting Card Making Kits for Beginners DIY Handmade Crafts Home Room Wall Decor Gift\", \"asin\": \"B0CX95HZ4J\", \"price\": \"$14.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Quilling Kits - Quilling Tools and Supplies,Paper Crimper,Quilling Paper\", \"asin\": \"B07Q49DCPJ\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n {\"title\": \"Tanstic 64Pcs Paper Quilling Kits, 45 Colors 900 Strips Paper Quilling Tools and Supplies for Beginners Perfect DIY Handcraft Quilling Set\", \"asin\": \"B09GB476HL\", \"price\": \"$17.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 20 left in stock - order soon.\"},\n {\"title\": \"Konsait 20 Pack Paper Quilling Accessories Kit - Quilling Supplies for Adults - DIY Drawing Handcraft\", \"asin\": \"B08D7GHX8Y\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Lind Kitchen 3D Domes Half Ball Mould 3-Row Paper Quilling Tools Plastic Mini Quilling Mold for DIY Paper Craft Tool, Pink\", \"asin\": \"B0BD7QPPRG\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 10 left in stock - order soon.\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 8 * 10-inch Letters, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09DSVC5L9\", \"price\": \"$19.60\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Woohome Quilling Supplies Paper Quilling Kits with 12 Quilling Tools and 36 Colors 880 Strips Quilling Paper for Craft\", \"asin\": \"B0831DZ5RH\", \"price\": \"$16.90\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17 Only 1 left in stock - order soon.\"},\n {\"title\": \"Zorfeter 9 Sets Multi-Color Quilling Paper Strips Kits 900 Strips 42 Colors, 3mm Width, 15\\\" Length\", \"asin\": \"B091DZV862\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Flower& Hummingbird Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B6HCGNM9\", \"price\": \"$17.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17 Arrives before Easter\"},\n {\"title\": \"WEBEEDY 20 Sets Paper Quilling Kits for Beginners DIY Lovely Animal Quilling Card Making Kits with 36 Colors Strips, 20 Cards, Paper Quilling Tools and Supplies Home Room Wall Art Decor Creative Gift\", \"asin\": \"B0CX976YRS\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Ywait2long Paper Quilling Kit for Beginners, DIY Craft Kit, Paper Filigree Kit with 5 Different Quilling Patterns, Updated Paper Crimper, Glue and Other Essential Tools - Fun and Creative Gift\", \"asin\": \"B0DB1G1BLG\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"JUYA Quilling Greeting Card Making Kit Mega Pack 10 Different Kits\", \"asin\": \"B07X3LX9H4\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"YURROAD 19pcs Beginners Quilling Tools Kit Electric Slotted Quilling Pen Template Board Curling Coach Crimper Comb Filigrana Tools Set\", \"asin\": \"B075F72CYZ\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"JoyPlus Quilling Kit for Beginners With Manual, 24 Supplies, Durable Storage, Updated Paper Crimper Tool, Premium Husking Board & Electronic Pen - Blue\", \"asin\": \"B08FMD6MV4\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"YURROAD Quilling Paper Set with 900pcs 5mm Quilling Paper Strips Filigree Tool Kit and Quilling Board Slotted Pen Curling Coach Crimper\", \"asin\": \"B073D6X23Y\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner, 16 * 20-inch Purple Mandala, Exquisite DIY Paper Filigree Painting Kits Quilling Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B09G2ZW9PR\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Only 14 left in stock - order soon.\"},\n {\"title\": \"IMISNO Paper Quilling Strips Set 1040 Strips 26 Colors (3/5/7/10mmx38cm,Pack of 4 Sets)\", \"asin\": \"B01DVYWU36\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"TUPARKA 15 PCS Paper Quilling Kits with 29 Colors 600 Strips Quilling Paper DIY Design Drawing Handcraft Tool\", \"asin\": \"B07J4D6LZ1\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Sun, Apr 20 for Prime members Only 1 left in stock - order soon.\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults, 16 * 20-inch Flowers and Butterflies, Exquisite Handmade for Beginner DIY Craft Painting Kits Tools, Home Room Wall Art Decor Best Gifts(Basic)\", \"asin\": \"B0B8MLZDTS\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Arrives before Easter\"},\n {\"title\": \"Saktopdeco Colorful Quilling Paper Flowers DIY Flowers Petal Paper Quilling Strips for Beginners Handmade Art Crafts, 13.7 Inch / 35 CM\", \"asin\": \"B093H8GMZR\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"MDLUU Paper Quilling Kit with 1860 Strips and Quilling Tools and Storage Box, Paper Quilling Craft Great for DIY Learning Class, Home Decoration, Birthday Gift\", \"asin\": \"B07TSDRJ97\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Green Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B42J5436\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"WEBEEDY 20 Sets Paper Quilling Kit for Adult Beginner DIY Flower Basket Themes Quilling Blank Card Kit 5 Styles Flower Basket Greeting Card Making Kit with Instruction for Birthday Halloween Christmas\", \"asin\": \"B0DP44ZJB9\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 3 left in stock - order soon.\"},\n {\"title\": \"Floranea 4 Pcs Paper Quilling Tools Slotted Kit Rolling Curling Quilling Needle Pen Rose Blue for Art Craft DIY Paper Cardmaking Project (4 pcs)\", \"asin\": \"B07N5CN84K\", \"price\": \"$4.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Quill On World of Paper Quilling with Electric Quilling Tool | Paper Quilling Kit | Crafts for Girls Ages 8-12 | Craft Kit | 8 Year Old Girl Birthday Gift\", \"asin\": \"B0788K4V1M\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kits for Adults and Kids Beginner, Exquisite Handmade for DIY Paper Filigree Painting Kits, Home Room Wall Art Decor Best Gifts, 8 * 10-inch Betta(Basic)\", \"asin\": \"B0B9645BTS\", \"price\": \"$19.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter Only 5 left in stock - order soon.\"},\n {\"title\": \"Quilling Paper Set for Beginners with 36 Colors 900 Strips 3MM Quilling Papers Quilling Template Board Quilling Comb Quilling Curling Coach Quilling Slotted Pen\", \"asin\": \"B0B2JYD274\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"JUYA Metallic Paper Quilling Set 2/3/5/7/10mm Width Available (24 Colors, Paper Width 3mm)\", \"asin\": \"B01M73FDFD\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"FAZHBARY 20 Inch / 50 CM Quilling Paper Flowers Kit Colorful 8 Different Petal Paper Quilling Strips Bulk for Beginners DIY Handmade Art Crafts\", \"asin\": \"B0BZYVBVLX\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"Electric Slotted Tool Electric Quilling Pen Automated Paper Volume Curling Pen for Paper Rolling Crafts\", \"asin\": \"B09XQW4CQ8\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Kits Paper Quilling Kit for Adults Beginner, Paper Filigree Painting Kits DIY Kits for Adults with Complete Quilling Tools, Modern Wall Art for Living Room, 16*20-inch Owl(Basic)\", \"asin\": \"B099JHFXBF\"},\n {\"title\": \"8 Pieces,Quilling Kits,Paper Quilling Tools,Quilling Knitting Board,Quilling Needles,Quilling Curling Coach,Paper Craft DIY Tools,Assorted Sizes Rolling Curling Quilling Needle Pen,XIWUMOER (Blue)\", \"asin\": \"B09Y985K1R\", \"price\": \"$7.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"Uniquilling Quilling Kits, 8 * 10-in Letters A Paper Filigree Kits with Quilling Tools& Using Manual, Paper Quilling Kits, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B09DSV2ZWK\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 17\"},\n {\"title\": \"Quilling Tool Quil Board with Pins Storage Box, Grid Guide Quilling Board for Making Paper Strips\", \"asin\": \"B075FR67QQ\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"JUYA Multi-Color Paper Quilling Strips Set 60 Colors 10 packs 54cm Length Paper Width 3mm (0.12 in)\", \"asin\": \"B092MM9JYP\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16\"},\n {\"title\": \"19pcs Paper Quilling Tools Kit Paper Strips DIY Tool Set with Slotted Pen Quilling Board Curling Coach Comb Crimper Border Buddy Filigrana Tool Kit\", \"asin\": \"B074BWQ316\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n {\"title\": \"Uniquilling Quilling Paper Quilling Kit for Adults Beginner Handmade for DIY Paper Filigree Painting Kits, 16 * 20in Sunflower, Best Gift for Kids Family Friends, Home Room Wall Art Decor (Basic)\", \"asin\": \"B0BKGL1H8Z\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 16 Arrives before Easter\"},\n {\"title\": \"PH PandaHall Paper Quilling Kit 360pcs Paper Quilling Strips Sunflower Quilling Pattern Template Board Quilling Patterns DIY Crafts Set for Beginner Adults 9.6x8.2in\", \"asin\": \"B0D5HXQH5G\", \"price\": \"$15.89\", \"delivery\": \"FREE delivery Sat, Apr 19 Arrives before Easter Only 5 left in stock - order soon.\"},\n {\"title\": \"Quilling Kit, Flower Sampler\", \"asin\": \"B002LN61R0\", \"price\": \"$4.95\", \"delivery\": \"$4.50 delivery Wed, Apr 23\"},\n {\"title\": \"Uniquilling Quilling Kit, Paper Quilling Kits, 8 * 10-in Blue Turtle Paper Filigree Kits with Quilling Tools& Using Manual, DIY Quilling Artwork Modern Wall Art for Living Room\", \"asin\": \"B0B4JJZ916\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T18:04:19.566Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:14:07.634Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:14:07.634Z
|
input
|
air jordans for women
|
rule
|
2025-04-29T16:14:07.634Z
|
train
| 617 |
2025-04-29T16:14:07.634Z
|
input
|
air jordans for women
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|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 response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:14:07.634Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>air jordans for women</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>air jordans for women</answer_argument>",
"index": 617,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:14:07.634Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:14:38.909Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:14:38.909Z
|
input
|
air jordans for women
|
rule
|
2025-04-29T16:14:38.909Z
|
train
| 618 |
2025-04-29T16:14:38.909Z
|
input
|
air jordans for women
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:14:38.909Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>air jordans for women</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>air jordans for women</answer_argument>",
"index": 618,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:14:38.909Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"adidas shoes for women\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YWZ6KXH\", \"price\": \"$85.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YX5LQBZ\", \"price\": \"$84.31\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B0C67BSNHB\", \"price\": \"$67.95\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Tech Response Spikeless 3.0 Golf Shoe\", \"asin\": \"B09YX5Y2H4\", \"price\": \"$69.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Tech Response 3.0 Golf Shoe\", \"asin\": \"B09YX1RSHY\", \"price\": \"$69.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Codechaos Boa 25 Spikeless Golf Shoes Sneaker\", \"asin\": \"B0CQ1CCC4J\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Adizero ZG Spikeless Shoes\", \"asin\": \"B0D64LM3QN\", \"price\": \"$179.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Ligra 7 Indoor Court Shoe\", \"asin\": \"\", \"price\": \"$69.95\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"\", \"price\": \"$61.97\", \"quantity\": \"\"},\n {\"title\": \"Reebok\\nWomens Princess Sneakers\", \"asin\": \"\", \"price\": \"$46.86\", \"quantity\": \"\"},\n {\"title\": \"TIOSEBON\\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Alicegana\\nSneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes\", \"asin\": \"\", \"price\": \"$15.73\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"adidas Women's Run Falcon 5 Sneaker\",\n \"asin\": \"B0CKMKV6H8\"\n},\n {\n \"title\": \"adidas Women's Response Running Shoe\",\n \"asin\": \"B0D2JGNYGT\"\n},\n {\n \"title\": \"adidas Women's Duramo Sl Sneaker\",\n \"asin\": \"B0C2JZBTF9\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Womens Princess Sneakers\", \"asin\": \"B06XW4SF28\", \"price\": \"$46.86\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)\", \"asin\": \"B0D5RMX4VK\", \"price\": \"$39.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers\", \"asin\": \"B06Y5L9B28\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B09Q328VWX\", \"price\": \"$23.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Walking Shoes\\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers\", \"asin\": \"B0CC8B7D6Y\", \"price\": \"$26.09\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's VL Court 3.0 Sneaker\", \"asin\": \"B0C2JZJN6D\", \"price\": \"$56.24\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Grand Court 2.0 - ID4485\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Women's X_PLR Path Sneaker\", \"asin\": \"B0CPSB45BQ\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0BZ5NB719\", \"price\": \"$49.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKPDFZ\", \"price\": \"$89.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B08JMGGFFN\", \"price\": \"$36.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n {\"title\": \"Sneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes\", \"asin\": \"B077HQTBT6\", \"price\": \"$15.73\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Ladies Walking Running Shoes Slip On Lightweight Casual Tennis Sneakers Clothes Shoes\", \"asin\": \"B0948XLJVR\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers\", \"asin\": \"B08HLGQVC9\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Running Shoes Lightweight Tennis Shoes Slip On Walking Shoes Breathable Sneakers for Gym Travel Work\", \"asin\": \"B0DS7DRPLL\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court 2.0 Tennis Shoe\", \"asin\": \"B09VCJYS93\", \"price\": \"$56.23\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run Falcon 5 Sneaker\", \"asin\": \"B0CKM8KNLC\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run 72 Sneaker\", \"asin\": \"B0CKMQNH37\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"adidas Women's VL Court Bold Sneaker\", \"asin\": \"B0D2JJG3M5\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Energycloud Lightweight Slip On Walking Running Shoes\", \"asin\": \"B09PNFQFYR\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Clarks Women's Merliah Karli Sandal, Metallic, 5\", \"asin\": \"B08GNDBBMD\", \"price\": \"$65.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes\", \"asin\": \"B08F583LKG\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Laurieann Kay Flat Sandal\", \"asin\": \"B08WJNQS52\", \"price\": \"$60.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Swift Run Sneaker\", \"asin\": \"B0BHQJNS4G\", \"price\": \"$60.00\", \"delivery\": \"FREE delivery May 14 - 26 for Prime members\"},\n {\"title\": \"Women's Vl Court Bold Sneaker\", \"asin\": \"B0CKMNN28J\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's VL Court Bold Sneaker\", \"asin\": \"B0CCQWDNYZ\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Ultrarun 5 Running Sneaker\", \"asin\": \"B0CKM9947L\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"White PU Leather Sneakers for Women Low Top Lace Up Tennis Shoes Women's Fashion Casual Shoes Sneakers\", \"asin\": \"B0D31M8VCR\", \"price\": \"$22.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers\", \"asin\": \"B0DB2DFCXZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"adidas Women's Breaknet Sleek Sneaker\", \"asin\": \"B0D22WV8XL\", \"price\": \"$65.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Bravada 2.0 Platform Sneaker\", \"asin\": \"B0BG9175WH\", \"price\": \"$42.66\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Stan Smith Shoes\", \"asin\": \"B087CC5BRP\", \"price\": \"$34.37\", \"delivery\": \"FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Women's Response Running Shoe\", \"asin\": \"B0CKMLJFK5\", \"price\": \"$42.87\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cloudfoam Pure 2.0 Running Shoe\", \"asin\": \"B08CYD7L6C\", \"price\": \"$69.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Gazelle Indoor Womens Sneakers\", \"asin\": \"B0D3JBBT9H\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court Alpha 00s Sneaker\", \"asin\": \"B0CKMNLCYC\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0D4PRPFFV\", \"price\": \"$53.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage 2.0 Sneaker\", \"asin\": \"B0CKMPXDYY\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"adidas Women's Cloudfoam Comfy Sneaker\", \"asin\": \"B0D2JFHP24\", \"price\": \"$42.14\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TBKDF3\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Ultraboost 1.0 Shoe\", \"asin\": \"B0CPSBZH26\", \"price\": \"$80.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Terrex Soulstride Sneaker\", \"asin\": \"B0BG3F4DDJ\", \"price\": \"$59.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Breaknet Sleek Sneaker\", \"asin\": \"B0CKMNRG16\", \"price\": \"$52.73\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court Alpha Sneaker\", \"asin\": \"B0C2JZDCHT\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Runfalcon 3 Running Shoe\", \"asin\": \"B0C9SPXL8W\", \"price\": \"$39.00\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Prowl Slip-On Cross Trainer\", \"asin\": \"B07TP4BZWX\", \"price\": \"$50.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Kids' Samba Indoor Sneaker\", \"asin\": \"B0CKMCHMW6\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n {\"title\": \"Women's Run 70s 2.0 Sneaker\", \"asin\": \"B0D3P5XP2K\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Response Running Sneaker\", \"asin\": \"B0CM84CJKZ\", \"price\": \"$54.98\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression\", \"asin\": \"B0BZR2T4VT\", \"price\": \"$12.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n {\"title\": \"Women's 574 Core Sneaker\", \"asin\": \"B093QJY13N\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Carina Leather Sneaker\", \"asin\": \"B07HJLYCJT\", \"price\": \"$64.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Racer Tr23 Shoes Sneaker\", \"asin\": \"B0BZ5B1GKS\", \"price\": \"$52.00\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cheery Comfort Plush Foam Sneaker\", \"asin\": \"B082Y3PN8G\", \"price\": \"$29.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B0C2K28NN3\", \"price\": \"$39.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Barreda Decode Sneaker\", \"asin\": \"B0D22V575Q\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US\", \"asin\": \"B0DDQN538K\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Loven Sneaker\", \"asin\": \"B08DWR81ZG\", \"price\": \"$29.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Puremotion Running Shoe\", \"asin\": \"B087KVPY8X\", \"price\": \"$43.89\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3NFZHB\", \"price\": \"$59.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's 515 V3 Sneaker\", \"asin\": \"B09YBD8S3Z\", \"price\": \"$74.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's UBounce DNA Sneaker\", \"asin\": \"B0BZ5SP5LN\", \"price\": \"$44.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run Falcon 5 Trail Sneaker\", \"asin\": \"B0D3P49JPB\", \"price\": \"$38.85\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:15:32.061Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:15:32.061Z
|
click_product
|
B09VCJYS93
|
rule
|
2025-04-29T16:15:32.061Z
|
train
| 619 |
2025-04-29T16:15:32.061Z
|
click_product
|
B09VCJYS93
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "adidas shoes for women"
}
],
"promotion_items": [
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YWZ6KXH", "price": "$85.99", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YX5LQBZ", "price": "$84.31", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B0C67BSNHB", "price": "$67.95", "quantity": ""},
{"title": "adidas\nWomen's Tech Response Spikeless 3.0 Golf Shoe", "asin": "B09YX5Y2H4", "price": "$69.99", "quantity": ""},
{"title": "adidas\nWomen's Tech Response 3.0 Golf Shoe", "asin": "B09YX1RSHY", "price": "$69.99", "quantity": ""},
{"title": "adidas\nWomen's Codechaos Boa 25 Spikeless Golf Shoes Sneaker", "asin": "B0CQ1CCC4J", "price": "$109.99", "quantity": ""},
{"title": "adidas\nWomen's Adizero ZG Spikeless Shoes", "asin": "B0D64LM3QN", "price": "$179.99", "quantity": ""},
{"title": "adidas\nWomen's Ligra 7 Indoor Court Shoe", "asin": "", "price": "$69.95", "quantity": ""},
{"title": "adidas\nWomen's Gamecourt 2.0 Tennis Shoe", "asin": "", "price": "$61.97", "quantity": ""},
{"title": "Reebok\nWomens Princess Sneakers", "asin": "", "price": "$46.86", "quantity": ""},
{"title": "TIOSEBON\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "Alicegana\nSneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes", "asin": "", "price": "$15.73", "quantity": ""}
],
"ads": [
{
"title": "adidas Women's Run Falcon 5 Sneaker",
"asin": "B0CKMKV6H8"
},
{
"title": "adidas Women's Response Running Shoe",
"asin": "B0D2JGNYGT"
},
{
"title": "adidas Women's Duramo Sl Sneaker",
"asin": "B0C2JZBTF9"
}
],
"search_results": [
{"title": "Womens Princess Sneakers", "asin": "B06XW4SF28", "price": "$46.86", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)", "asin": "B0D5RMX4VK", "price": "$39.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers", "asin": "B06Y5L9B28", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work", "asin": "B09Q328VWX", "price": "$23.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Walking Shoes\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers", "asin": "B0CC8B7D6Y", "price": "$26.09", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's VL Court 3.0 Sneaker", "asin": "B0C2JZJN6D", "price": "$56.24", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Grand Court 2.0 - ID4485", "asin": "B09DXTJ1QR", "price": "$51.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's X_PLR Path Sneaker", "asin": "B0CPSB45BQ", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0BZ5NB719", "price": "$49.52", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Unisex Adult Samba Indoor Soccer Shoe", "asin": "B0CKMKPDFZ", "price": "$89.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B08JMGGFFN", "price": "$36.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Sneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes", "asin": "B077HQTBT6", "price": "$15.73", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Ladies Walking Running Shoes Slip On Lightweight Casual Tennis Sneakers Clothes Shoes", "asin": "B0948XLJVR", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers", "asin": "B08HLGQVC9", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Running Shoes Lightweight Tennis Shoes Slip On Walking Shoes Breathable Sneakers for Gym Travel Work", "asin": "B0DS7DRPLL", "price": "$18.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Grand Court 2.0 Tennis Shoe", "asin": "B09VCJYS93", "price": "$56.23", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Sneaker", "asin": "B0CKM8KNLC", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Run 72 Sneaker", "asin": "B0CKMQNH37", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "adidas Women's VL Court Bold Sneaker", "asin": "B0D2JJG3M5", "price": "$79.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Energycloud Lightweight Slip On Walking Running Shoes", "asin": "B09PNFQFYR", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Clarks Women's Merliah Karli Sandal, Metallic, 5", "asin": "B08GNDBBMD", "price": "$65.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes", "asin": "B08F583LKG", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Laurieann Kay Flat Sandal", "asin": "B08WJNQS52", "price": "$60.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Swift Run Sneaker", "asin": "B0BHQJNS4G", "price": "$60.00", "delivery": "FREE delivery May 14 - 26 for Prime members"},
{"title": "Women's Vl Court Bold Sneaker", "asin": "B0CKMNN28J", "price": "$74.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's VL Court Bold Sneaker", "asin": "B0CCQWDNYZ", "price": "$60.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Ultrarun 5 Running Sneaker", "asin": "B0CKM9947L", "price": "$56.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "White PU Leather Sneakers for Women Low Top Lace Up Tennis Shoes Women's Fashion Casual Shoes Sneakers", "asin": "B0D31M8VCR", "price": "$22.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers", "asin": "B0DB2DFCXZ", "price": "$28.99", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "adidas Women's Breaknet Sleek Sneaker", "asin": "B0D22WV8XL", "price": "$65.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Bravada 2.0 Platform Sneaker", "asin": "B0BG9175WH", "price": "$42.66", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Stan Smith Shoes", "asin": "B087CC5BRP", "price": "$34.37", "delivery": "FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day"},
{"title": "Women's Response Running Shoe", "asin": "B0CKMLJFK5", "price": "$42.87", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure 2.0 Running Shoe", "asin": "B08CYD7L6C", "price": "$69.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Gazelle Indoor Womens Sneakers", "asin": "B0D3JBBT9H", "price": "$115.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha 00s Sneaker", "asin": "B0CKMNLCYC", "price": "$49.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0D4PRPFFV", "price": "$53.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Advantage 2.0 Sneaker", "asin": "B0CKMPXDYY", "price": "$38.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "adidas Women's Cloudfoam Comfy Sneaker", "asin": "B0D2JFHP24", "price": "$42.14", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Charged Assert 9 Running Shoe", "asin": "B087TBKDF3", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Ultraboost 1.0 Shoe", "asin": "B0CPSBZH26", "price": "$80.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Terrex Soulstride Sneaker", "asin": "B0BG3F4DDJ", "price": "$59.20", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Breaknet Sleek Sneaker", "asin": "B0CKMNRG16", "price": "$52.73", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha Sneaker", "asin": "B0C2JZDCHT", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Runfalcon 3 Running Shoe", "asin": "B0C9SPXL8W", "price": "$39.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Prowl Slip-On Cross Trainer", "asin": "B07TP4BZWX", "price": "$50.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Kids' Samba Indoor Sneaker", "asin": "B0CKMCHMW6", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's Run 70s 2.0 Sneaker", "asin": "B0D3P5XP2K", "price": "$54.99", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Response Running Sneaker", "asin": "B0CM84CJKZ", "price": "$54.98", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression", "asin": "B0BZR2T4VT", "price": "$12.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's 574 Core Sneaker", "asin": "B093QJY13N", "price": "$89.95", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Carina Leather Sneaker", "asin": "B07HJLYCJT", "price": "$64.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Racer Tr23 Shoes Sneaker", "asin": "B0BZ5B1GKS", "price": "$52.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Cheery Comfort Plush Foam Sneaker", "asin": "B082Y3PN8G", "price": "$29.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B0C2K28NN3", "price": "$39.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Barreda Decode Sneaker", "asin": "B0D22V575Q", "price": "$59.99", "delivery": "FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day"},
{"title": "Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US", "asin": "B0DDQN538K", "price": "$130.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Loven Sneaker", "asin": "B08DWR81ZG", "price": "$29.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Puremotion Running Shoe", "asin": "B087KVPY8X", "price": "$43.89", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Fresh Foam Arishi V4 Running Shoe", "asin": "B09H3NFZHB", "price": "$59.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's 515 V3 Sneaker", "asin": "B09YBD8S3Z", "price": "$74.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's UBounce DNA Sneaker", "asin": "B0BZ5SP5LN", "price": "$44.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Trail Sneaker", "asin": "B0D3P49JPB", "price": "$38.85", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:15:32.061Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B09VCJYS93</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B09VCJYS93</answer_argument>",
"index": 619,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"adidas shoes for women\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YWZ6KXH\", \"price\": \"$85.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YX5LQBZ\", \"price\": \"$84.31\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B0C67BSNHB\", \"price\": \"$67.95\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Tech Response Spikeless 3.0 Golf Shoe\", \"asin\": \"B09YX5Y2H4\", \"price\": \"$69.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Tech Response 3.0 Golf Shoe\", \"asin\": \"B09YX1RSHY\", \"price\": \"$69.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Codechaos Boa 25 Spikeless Golf Shoes Sneaker\", \"asin\": \"B0CQ1CCC4J\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Adizero ZG Spikeless Shoes\", \"asin\": \"B0D64LM3QN\", \"price\": \"$179.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Ligra 7 Indoor Court Shoe\", \"asin\": \"\", \"price\": \"$69.95\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"\", \"price\": \"$61.97\", \"quantity\": \"\"},\n {\"title\": \"Reebok\\nWomens Princess Sneakers\", \"asin\": \"\", \"price\": \"$46.86\", \"quantity\": \"\"},\n {\"title\": \"TIOSEBON\\nWomen's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Alicegana\\nSneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes\", \"asin\": \"\", \"price\": \"$15.73\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"adidas Women's Run Falcon 5 Sneaker\",\n \"asin\": \"B0CKMKV6H8\"\n},\n {\n \"title\": \"adidas Women's Response Running Shoe\",\n \"asin\": \"B0D2JGNYGT\"\n},\n {\n \"title\": \"adidas Women's Duramo Sl Sneaker\",\n \"asin\": \"B0C2JZBTF9\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Womens Princess Sneakers\", \"asin\": \"B06XW4SF28\", \"price\": \"$46.86\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)\", \"asin\": \"B0D5RMX4VK\", \"price\": \"$39.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Athletic Walking Shoes Slip On Casual Mesh-Comfortable Tennis Workout Sneakers\", \"asin\": \"B06Y5L9B28\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B09Q328VWX\", \"price\": \"$23.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Walking Shoes\\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers\", \"asin\": \"B0CC8B7D6Y\", \"price\": \"$26.09\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's VL Court 3.0 Sneaker\", \"asin\": \"B0C2JZJN6D\", \"price\": \"$56.24\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Grand Court 2.0 - ID4485\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Women's X_PLR Path Sneaker\", \"asin\": \"B0CPSB45BQ\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0BZ5NB719\", \"price\": \"$49.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKPDFZ\", \"price\": \"$89.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B08JMGGFFN\", \"price\": \"$36.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n {\"title\": \"Sneakers for Women Running Shoes: Fashion Walking Womens Sneakers Casual Lightweight Tennis Shoes\", \"asin\": \"B077HQTBT6\", \"price\": \"$15.73\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Ladies Walking Running Shoes Slip On Lightweight Casual Tennis Sneakers Clothes Shoes\", \"asin\": \"B0948XLJVR\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers\", \"asin\": \"B08HLGQVC9\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Running Shoes Lightweight Tennis Shoes Slip On Walking Shoes Breathable Sneakers for Gym Travel Work\", \"asin\": \"B0DS7DRPLL\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court 2.0 Tennis Shoe\", \"asin\": \"B09VCJYS93\", \"price\": \"$56.23\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run Falcon 5 Sneaker\", \"asin\": \"B0CKM8KNLC\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run 72 Sneaker\", \"asin\": \"B0CKMQNH37\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"adidas Women's VL Court Bold Sneaker\", \"asin\": \"B0D2JJG3M5\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Energycloud Lightweight Slip On Walking Running Shoes\", \"asin\": \"B09PNFQFYR\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Clarks Women's Merliah Karli Sandal, Metallic, 5\", \"asin\": \"B08GNDBBMD\", \"price\": \"$65.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes\", \"asin\": \"B08F583LKG\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Laurieann Kay Flat Sandal\", \"asin\": \"B08WJNQS52\", \"price\": \"$60.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Swift Run Sneaker\", \"asin\": \"B0BHQJNS4G\", \"price\": \"$60.00\", \"delivery\": \"FREE delivery May 14 - 26 for Prime members\"},\n {\"title\": \"Women's Vl Court Bold Sneaker\", \"asin\": \"B0CKMNN28J\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's VL Court Bold Sneaker\", \"asin\": \"B0CCQWDNYZ\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Ultrarun 5 Running Sneaker\", \"asin\": \"B0CKM9947L\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"White PU Leather Sneakers for Women Low Top Lace Up Tennis Shoes Women's Fashion Casual Shoes Sneakers\", \"asin\": \"B0D31M8VCR\", \"price\": \"$22.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers\", \"asin\": \"B0DB2DFCXZ\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"adidas Women's Breaknet Sleek Sneaker\", \"asin\": \"B0D22WV8XL\", \"price\": \"$65.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Bravada 2.0 Platform Sneaker\", \"asin\": \"B0BG9175WH\", \"price\": \"$42.66\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Stan Smith Shoes\", \"asin\": \"B087CC5BRP\", \"price\": \"$34.37\", \"delivery\": \"FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Women's Response Running Shoe\", \"asin\": \"B0CKMLJFK5\", \"price\": \"$42.87\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cloudfoam Pure 2.0 Running Shoe\", \"asin\": \"B08CYD7L6C\", \"price\": \"$69.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Gazelle Indoor Womens Sneakers\", \"asin\": \"B0D3JBBT9H\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court Alpha 00s Sneaker\", \"asin\": \"B0CKMNLCYC\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0D4PRPFFV\", \"price\": \"$53.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage 2.0 Sneaker\", \"asin\": \"B0CKMPXDYY\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"adidas Women's Cloudfoam Comfy Sneaker\", \"asin\": \"B0D2JFHP24\", \"price\": \"$42.14\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TBKDF3\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Ultraboost 1.0 Shoe\", \"asin\": \"B0CPSBZH26\", \"price\": \"$80.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Terrex Soulstride Sneaker\", \"asin\": \"B0BG3F4DDJ\", \"price\": \"$59.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Breaknet Sleek Sneaker\", \"asin\": \"B0CKMNRG16\", \"price\": \"$52.73\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court Alpha Sneaker\", \"asin\": \"B0C2JZDCHT\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Runfalcon 3 Running Shoe\", \"asin\": \"B0C9SPXL8W\", \"price\": \"$39.00\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Prowl Slip-On Cross Trainer\", \"asin\": \"B07TP4BZWX\", \"price\": \"$50.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Kids' Samba Indoor Sneaker\", \"asin\": \"B0CKMCHMW6\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n {\"title\": \"Women's Run 70s 2.0 Sneaker\", \"asin\": \"B0D3P5XP2K\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Response Running Sneaker\", \"asin\": \"B0CM84CJKZ\", \"price\": \"$54.98\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression\", \"asin\": \"B0BZR2T4VT\", \"price\": \"$12.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n {\"title\": \"Women's 574 Core Sneaker\", \"asin\": \"B093QJY13N\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Carina Leather Sneaker\", \"asin\": \"B07HJLYCJT\", \"price\": \"$64.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Racer Tr23 Shoes Sneaker\", \"asin\": \"B0BZ5B1GKS\", \"price\": \"$52.00\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cheery Comfort Plush Foam Sneaker\", \"asin\": \"B082Y3PN8G\", \"price\": \"$29.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B0C2K28NN3\", \"price\": \"$39.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Barreda Decode Sneaker\", \"asin\": \"B0D22V575Q\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US\", \"asin\": \"B0DDQN538K\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Loven Sneaker\", \"asin\": \"B08DWR81ZG\", \"price\": \"$29.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Puremotion Running Shoe\", \"asin\": \"B087KVPY8X\", \"price\": \"$43.89\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3NFZHB\", \"price\": \"$59.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's 515 V3 Sneaker\", \"asin\": \"B09YBD8S3Z\", \"price\": \"$74.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's UBounce DNA Sneaker\", \"asin\": \"B0BZ5SP5LN\", \"price\": \"$44.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run Falcon 5 Trail Sneaker\", \"asin\": \"B0D3P49JPB\", \"price\": \"$38.85\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:15:32.061Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"adidas shoes for women\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YWZ6KXH\", \"price\": \"$85.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YX5LQBZ\", \"price\": \"$84.31\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B0C67BSNHB\", \"price\": \"$67.95\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Tech Response Spikeless 3.0 Golf Shoe\", \"asin\": \"B09YX5Y2H4\", \"price\": \"$69.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B09YX1RSHY\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CQ1CCC4J\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D64LM3QN\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Reebok\\nWomen's Classic Leather Sneakers Black Or White Tennis Shoes Size 5 to 11\", \"asin\": \"B092YVG6R9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Wrezatro\\nWomen's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer\", \"asin\": \"B0BCPNG3N7\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Giniros\\nWomen's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers\", \"asin\": \"B0DB2DFCXZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Kvovzo\\nWomens Running Shoes Slip-on Walking Tennis Sneakers Lightweight Breathable Casual Soft Sole Mesh Workout Sports Shoes\", \"asin\": \"B0CNLLHKPC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BSBCRVMW\", \"price\": \"\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"adidas Women's Run Falcon 5 Sneaker\",\n \"asin\": \"B0CKMKV6H8\"\n},\n {\n \"title\": \"adidas Women's Response Running Shoe\",\n \"asin\": \"B0D2JGNYGT\"\n},\n {\n \"title\": \"adidas Women's Duramo Sl Sneaker\",\n \"asin\": \"B0C2JZBTF9\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Womens Princess Sneakers\", \"asin\": \"B000AP0TLU\", \"price\": \"$46.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)\", \"asin\": \"B0D5RMX4VK\", \"price\": \"$39.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes\", \"asin\": \"B08F583LKG\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Trendy Sneakers for Women - Memory Foam and Non-Slip Comfortable Casual Ladies Shoes for Womens Fashion Sneakers - Lightweight Lace-up Shoes (Lecco)\", \"asin\": \"B0D3FMXZSZ\", \"price\": \"$33.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Tubes Slip-On Sneaker\", \"asin\": \"B0CS34G71N\", \"price\": \"$69.95\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Grand Court 2.0 - ID4485\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Women's VL Court 3.0 Sneaker\", \"asin\": \"B0C2JZJN6D\", \"price\": \"$56.24\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court 2.0 Tennis Shoe\", \"asin\": \"B09VCJYS93\", \"price\": \"$56.23\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's VL Court Bold Sneaker\", \"asin\": \"B0CCQWDNYZ\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court Alpha Sneaker\", \"asin\": \"B0C2JZDCHT\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"adidas Women's VL Court Bold Sneaker\", \"asin\": \"B0D2JJG3M5\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women Air Slip on Walking Shoes Comfortable Tennis Sneakers Runnig Gym Athletic Workout Jogging Footwear US 6-11\", \"asin\": \"B0DDKYCQ93\", \"price\": \"$49.88\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B0BFW2PTQ3\", \"price\": \"$23.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers\", \"asin\": \"B08HLGQVC9\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Sneakers Slip On Walking Shoes Breathable Running Shoes Lightweight Mesh Gym Shoes Non Slip Workout Shoes\", \"asin\": \"B0BYZG6VML\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Vl Court Bold Sneaker\", \"asin\": \"B0CKMNN28J\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's X_PLR Path Sneaker\", \"asin\": \"B0CPSB45BQ\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Stan Smith Shoes\", \"asin\": \"B087CC5BRP\", \"price\": \"$34.37\", \"delivery\": \"FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKPDFZ\", \"price\": \"$89.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Court Base II Sneaker\", \"asin\": \"B0DHTV58T7\", \"price\": \"$54.95\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Court Express 2 Tennis Shoe\", \"asin\": \"B0DDBKKQ4X\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day Only 1 left in stock - order soon.\"},\n {\"title\": \"Women's Court Pro II CMF Sneaker\", \"asin\": \"B0CG8JB1TS\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Walking Shoes\\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers\", \"asin\": \"B0CC88S57T\", \"price\": \"$26.09\", \"delivery\": \"FREE delivery May 5 - 7 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage 2.0 Sneaker\", \"asin\": \"B0CKMPXDYY\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court Alpha 00s Sneaker\", \"asin\": \"B0CKMNLCYC\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B0C2K28NN3\", \"price\": \"$39.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run Falcon 5 Sneaker\", \"asin\": \"B0CKM8KNLC\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Casual Sneakers \\u2013 Lightweight, Breathable Non-Slip Walking Shoes for Work, Nursing, Running, and Everyday Use\", \"asin\": \"B0DY7G2NNN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 15 - 27\"},\n {\"title\": \"Womens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers\", \"asin\": \"B088WFZGC2\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0BZ5NB719\", \"price\": \"$49.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"adidas Women's Breaknet Sleek Sneaker\", \"asin\": \"B0D22WV8XL\", \"price\": \"$65.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B08JMGGFFN\", \"price\": \"$36.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n {\"title\": \"Women's Run 72 Sneaker\", \"asin\": \"B0CKMQNH37\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Gazelle Indoor Womens Sneakers\", \"asin\": \"B0D3JBBT9H\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TBKDF3\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Terrex Soulstride Sneaker\", \"asin\": \"B0BG3F4DDJ\", \"price\": \"$59.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's 574 Core Sneaker\", \"asin\": \"B093QJY13N\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Swift Run Sneaker\", \"asin\": \"B0BHQJNS4G\", \"price\": \"$60.00\", \"delivery\": \"FREE delivery May 14 - 26 for Prime members\"},\n {\"title\": \"adidas Women's Cloudfoam Comfy Sneaker\", \"asin\": \"B0D2JFHP24\", \"price\": \"$42.14\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Prowl Slip-On Cross Trainer\", \"asin\": \"B07TP4BZWX\", \"price\": \"$50.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Bravada 2.0 Platform Sneaker\", \"asin\": \"B0BG9175WH\", \"price\": \"$42.66\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Response Running Shoe\", \"asin\": \"B0CKMLJFK5\", \"price\": \"$42.87\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cheery Comfort Plush Foam Sneaker\", \"asin\": \"B082Y3PN8G\", \"price\": \"$29.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Women's 515 V3 Sneaker\", \"asin\": \"B09YBD8S3Z\", \"price\": \"$74.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Loven Sneaker\", \"asin\": \"B08DWR81ZG\", \"price\": \"$29.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run 70s 2.0 Sneaker\", \"asin\": \"B0D3P5XP2K\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression\", \"asin\": \"B0BZR2T4VT\", \"price\": \"$12.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n {\"title\": \"Women's Grand Court 2.0 Sneaker\", \"asin\": \"B0D2JJW9Y2\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Breaknet Sleek Sneaker\", \"asin\": \"B0CKMNRG16\", \"price\": \"$52.73\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Carina Leather Sneaker\", \"asin\": \"B07HJLYCJT\", \"price\": \"$64.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Ultrarun 5 Running Sneaker\", \"asin\": \"B0CKM9947L\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"VL Court Bold Shoes\", \"asin\": \"B0CMGTR7ZZ\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery May 9 - 11 for Prime members\"},\n {\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0D4PRPFFV\", \"price\": \"$53.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Kids' Grand Court 2.0 Tennis Shoe\", \"asin\": \"B09FQZM7F6\", \"price\": \"$39.98\", \"delivery\": \"FREE delivery Fri, May 2\"},\n {\"title\": \"Women's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3NFZHB\", \"price\": \"$59.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Response Running Sneaker\", \"asin\": \"B0CM84CJKZ\", \"price\": \"$54.98\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Puremotion Running Shoe\", \"asin\": \"B087KVPY8X\", \"price\": \"$43.89\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Runfalcon 3 Running Shoe\", \"asin\": \"B0C9SPXL8W\", \"price\": \"$39.00\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Barreda Decode Sneaker\", \"asin\": \"B0D22V575Q\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US\", \"asin\": \"B0DDQN538K\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run Falcon 5 Trail Sneaker\", \"asin\": \"B0D3P49JPB\", \"price\": \"$38.85\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Men's Hoops 3.0 Basketball Shoe, White/Team Royal Blue/Gum\", \"asin\": \"B091M5RRSF\", \"price\": \"$36.66\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"B09Y88VV3Q\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:16:45.142Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:16:45.142Z
|
click_product
|
B082Y3PN8G
|
rule
|
2025-04-29T16:16:45.142Z
|
train
| 620 |
2025-04-29T16:16:45.142Z
|
click_product
|
B082Y3PN8G
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "adidas shoes for women"
}
],
"promotion_items": [
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YWZ6KXH", "price": "$85.99", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B09YX5LQBZ", "price": "$84.31", "quantity": ""},
{"title": "adidas\nWomen's Retrocross Spikeless Golf Shoe", "asin": "B0C67BSNHB", "price": "$67.95", "quantity": ""},
{"title": "adidas\nWomen's Tech Response Spikeless 3.0 Golf Shoe", "asin": "B09YX5Y2H4", "price": "$69.99", "quantity": ""},
{"title": "", "asin": "B09YX1RSHY", "price": "", "quantity": ""},
{"title": "", "asin": "B0CQ1CCC4J", "price": "", "quantity": ""},
{"title": "", "asin": "B0D64LM3QN", "price": "", "quantity": ""},
{"title": "Reebok\nWomen's Classic Leather Sneakers Black Or White Tennis Shoes Size 5 to 11", "asin": "B092YVG6R9", "price": "$59.99", "quantity": ""},
{"title": "Wrezatro\nWomen's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer", "asin": "B0BCPNG3N7", "price": "$37.99", "quantity": ""},
{"title": "Giniros\nWomen's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers", "asin": "B0DB2DFCXZ", "price": "$28.99", "quantity": ""},
{"title": "Kvovzo\nWomens Running Shoes Slip-on Walking Tennis Sneakers Lightweight Breathable Casual Soft Sole Mesh Workout Sports Shoes", "asin": "B0CNLLHKPC", "price": "$29.99", "quantity": ""},
{"title": "", "asin": "B0BSBCRVMW", "price": "", "quantity": ""}
],
"ads": [
{
"title": "adidas Women's Run Falcon 5 Sneaker",
"asin": "B0CKMKV6H8"
},
{
"title": "adidas Women's Response Running Shoe",
"asin": "B0D2JGNYGT"
},
{
"title": "adidas Women's Duramo Sl Sneaker",
"asin": "B0C2JZBTF9"
}
],
"search_results": [
{"title": "Womens Princess Sneakers", "asin": "B000AP0TLU", "price": "$46.86", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)", "asin": "B0D5RMX4VK", "price": "$39.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes", "asin": "B08F583LKG", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Trendy Sneakers for Women - Memory Foam and Non-Slip Comfortable Casual Ladies Shoes for Womens Fashion Sneakers - Lightweight Lace-up Shoes (Lecco)", "asin": "B0D3FMXZSZ", "price": "$33.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Tubes Slip-On Sneaker", "asin": "B0CS34G71N", "price": "$69.95", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Grand Court 2.0 - ID4485", "asin": "B09DXTJ1QR", "price": "$51.99", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's VL Court 3.0 Sneaker", "asin": "B0C2JZJN6D", "price": "$56.24", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's Grand Court 2.0 Tennis Shoe", "asin": "B09VCJYS93", "price": "$56.23", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's VL Court Bold Sneaker", "asin": "B0CCQWDNYZ", "price": "$60.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha Sneaker", "asin": "B0C2JZDCHT", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "adidas Women's VL Court Bold Sneaker", "asin": "B0D2JJG3M5", "price": "$79.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women Air Slip on Walking Shoes Comfortable Tennis Sneakers Runnig Gym Athletic Workout Jogging Footwear US 6-11", "asin": "B0DDKYCQ93", "price": "$49.88", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work", "asin": "B0BFW2PTQ3", "price": "$23.18", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers", "asin": "B08HLGQVC9", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Womens Sneakers Slip On Walking Shoes Breathable Running Shoes Lightweight Mesh Gym Shoes Non Slip Workout Shoes", "asin": "B0BYZG6VML", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Vl Court Bold Sneaker", "asin": "B0CKMNN28J", "price": "$74.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's X_PLR Path Sneaker", "asin": "B0CPSB45BQ", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Stan Smith Shoes", "asin": "B087CC5BRP", "price": "$34.37", "delivery": "FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day"},
{"title": "Unisex Adult Samba Indoor Soccer Shoe", "asin": "B0CKMKPDFZ", "price": "$89.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Court Base II Sneaker", "asin": "B0DHTV58T7", "price": "$54.95", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Court Express 2 Tennis Shoe", "asin": "B0DDBKKQ4X", "price": "$59.95", "delivery": "FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day Only 1 left in stock - order soon."},
{"title": "Women's Court Pro II CMF Sneaker", "asin": "B0CG8JB1TS", "price": "$59.95", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Womens Slip On Walking Shoes\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers", "asin": "B0CC88S57T", "price": "$26.09", "delivery": "FREE delivery May 5 - 7 for Prime members Arrives before Mother's Day"},
{"title": "Women's Advantage 2.0 Sneaker", "asin": "B0CKMPXDYY", "price": "$38.99", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Grand Court Alpha 00s Sneaker", "asin": "B0CKMNLCYC", "price": "$49.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B0C2K28NN3", "price": "$39.64", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Sneaker", "asin": "B0CKM8KNLC", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Casual Sneakers \u2013 Lightweight, Breathable Non-Slip Walking Shoes for Work, Nursing, Running, and Everyday Use", "asin": "B0DY7G2NNN", "price": "$29.99", "delivery": "FREE delivery May 15 - 27"},
{"title": "Womens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers", "asin": "B088WFZGC2", "price": "$38.99", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0BZ5NB719", "price": "$49.52", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "adidas Women's Breaknet Sleek Sneaker", "asin": "B0D22WV8XL", "price": "$65.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Advantage Sneaker", "asin": "B08JMGGFFN", "price": "$36.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's Run 72 Sneaker", "asin": "B0CKMQNH37", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Gazelle Indoor Womens Sneakers", "asin": "B0D3JBBT9H", "price": "$115.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Charged Assert 9 Running Shoe", "asin": "B087TBKDF3", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Terrex Soulstride Sneaker", "asin": "B0BG3F4DDJ", "price": "$59.20", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's 574 Core Sneaker", "asin": "B093QJY13N", "price": "$89.95", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Swift Run Sneaker", "asin": "B0BHQJNS4G", "price": "$60.00", "delivery": "FREE delivery May 14 - 26 for Prime members"},
{"title": "adidas Women's Cloudfoam Comfy Sneaker", "asin": "B0D2JFHP24", "price": "$42.14", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Prowl Slip-On Cross Trainer", "asin": "B07TP4BZWX", "price": "$50.72", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Bravada 2.0 Platform Sneaker", "asin": "B0BG9175WH", "price": "$42.66", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Response Running Shoe", "asin": "B0CKMLJFK5", "price": "$42.87", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Cheery Comfort Plush Foam Sneaker", "asin": "B082Y3PN8G", "price": "$29.98", "delivery": " Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM Arrives before Mother's Day"},
{"title": "Women's 515 V3 Sneaker", "asin": "B09YBD8S3Z", "price": "$74.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Loven Sneaker", "asin": "B08DWR81ZG", "price": "$29.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Run 70s 2.0 Sneaker", "asin": "B0D3P5XP2K", "price": "$54.99", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression", "asin": "B0BZR2T4VT", "price": "$12.60", "delivery": " One-Day FREE delivery Tomorrow, Apr 30"},
{"title": "Women's Grand Court 2.0 Sneaker", "asin": "B0D2JJW9Y2", "price": "$70.00", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Breaknet Sleek Sneaker", "asin": "B0CKMNRG16", "price": "$52.73", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Carina Leather Sneaker", "asin": "B07HJLYCJT", "price": "$64.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Ultrarun 5 Running Sneaker", "asin": "B0CKM9947L", "price": "$56.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "VL Court Bold Shoes", "asin": "B0CMGTR7ZZ", "price": "$64.00", "delivery": "FREE delivery May 9 - 11 for Prime members"},
{"title": "Women's Cloudfoam Pure Sportswear Sneaker", "asin": "B0D4PRPFFV", "price": "$53.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Kids' Grand Court 2.0 Tennis Shoe", "asin": "B09FQZM7F6", "price": "$39.98", "delivery": "FREE delivery Fri, May 2"},
{"title": "Women's Fresh Foam Arishi V4 Running Shoe", "asin": "B09H3NFZHB", "price": "$59.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"},
{"title": "Women's Response Running Sneaker", "asin": "B0CM84CJKZ", "price": "$54.98", "delivery": "FREE delivery Sat, May 3 Arrives before Mother's Day"},
{"title": "Women's Puremotion Running Shoe", "asin": "B087KVPY8X", "price": "$43.89", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Runfalcon 3 Running Shoe", "asin": "B0C9SPXL8W", "price": "$39.00", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Barreda Decode Sneaker", "asin": "B0D22V575Q", "price": "$59.99", "delivery": "FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day"},
{"title": "Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US", "asin": "B0DDQN538K", "price": "$130.00", "delivery": "FREE delivery Fri, May 2 Arrives before Mother's Day"},
{"title": "Women's Run Falcon 5 Trail Sneaker", "asin": "B0D3P49JPB", "price": "$38.85", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Men's Hoops 3.0 Basketball Shoe, White/Team Royal Blue/Gum", "asin": "B091M5RRSF", "price": "$36.66", "delivery": " Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day"},
{"title": "Women's Gamecourt 2.0 Tennis Shoe", "asin": "B09Y88VV3Q", "price": "$69.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:16:45.142Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click_product</answer_action><answer_argument>B082Y3PN8G</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B082Y3PN8G</answer_argument>",
"index": 620,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"adidas shoes for women\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YWZ6KXH\", \"price\": \"$85.99\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B09YX5LQBZ\", \"price\": \"$84.31\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Retrocross Spikeless Golf Shoe\", \"asin\": \"B0C67BSNHB\", \"price\": \"$67.95\", \"quantity\": \"\"},\n {\"title\": \"adidas\\nWomen's Tech Response Spikeless 3.0 Golf Shoe\", \"asin\": \"B09YX5Y2H4\", \"price\": \"$69.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B09YX1RSHY\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0CQ1CCC4J\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0D64LM3QN\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Reebok\\nWomen's Classic Leather Sneakers Black Or White Tennis Shoes Size 5 to 11\", \"asin\": \"B092YVG6R9\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Wrezatro\\nWomen's Slip on Walking Running Shoes Blade Tennis Casual Fashion Sneakers Comfort Non Slip Work Sport Athletic Trainer\", \"asin\": \"B0BCPNG3N7\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Giniros\\nWomen's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers\", \"asin\": \"B0DB2DFCXZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Kvovzo\\nWomens Running Shoes Slip-on Walking Tennis Sneakers Lightweight Breathable Casual Soft Sole Mesh Workout Sports Shoes\", \"asin\": \"B0CNLLHKPC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"\", \"asin\": \"B0BSBCRVMW\", \"price\": \"\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"adidas Women's Run Falcon 5 Sneaker\",\n \"asin\": \"B0CKMKV6H8\"\n},\n {\n \"title\": \"adidas Women's Response Running Shoe\",\n \"asin\": \"B0D2JGNYGT\"\n},\n {\n \"title\": \"adidas Women's Duramo Sl Sneaker\",\n \"asin\": \"B0C2JZBTF9\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Womens Princess Sneakers\", \"asin\": \"B000AP0TLU\", \"price\": \"$46.86\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Sneakers for Women - Lightweight Women's Fashion Sneakers Memory Foam Insole Womens Sneakers - Non-Slip Platform Shoes for Women Footwear - Women's Fashion (Nita)\", \"asin\": \"B0D5RMX4VK\", \"price\": \"$39.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Slip on Loafer Shoes - Mesh Casual Ballet Flat Nurse Walking Sneakers Knit Round Toe Memory Foam Casual Shoes\", \"asin\": \"B08F583LKG\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Trendy Sneakers for Women - Memory Foam and Non-Slip Comfortable Casual Ladies Shoes for Womens Fashion Sneakers - Lightweight Lace-up Shoes (Lecco)\", \"asin\": \"B0D3FMXZSZ\", \"price\": \"$33.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Tubes Slip-On Sneaker\", \"asin\": \"B0CS34G71N\", \"price\": \"$69.95\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Grand Court 2.0 - ID4485\", \"asin\": \"B09DXTJ1QR\", \"price\": \"$51.99\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Women's VL Court 3.0 Sneaker\", \"asin\": \"B0C2JZJN6D\", \"price\": \"$56.24\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court 2.0 Tennis Shoe\", \"asin\": \"B09VCJYS93\", \"price\": \"$56.23\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's VL Court Bold Sneaker\", \"asin\": \"B0CCQWDNYZ\", \"price\": \"$60.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court Alpha Sneaker\", \"asin\": \"B0C2JZDCHT\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"adidas Women's VL Court Bold Sneaker\", \"asin\": \"B0D2JJG3M5\", \"price\": \"$79.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women Air Slip on Walking Shoes Comfortable Tennis Sneakers Runnig Gym Athletic Workout Jogging Footwear US 6-11\", \"asin\": \"B0DDKYCQ93\", \"price\": \"$49.88\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Sneakers Women Walking Tennis Shoes Lightweight Casual Sneakers for Gym Travel Work\", \"asin\": \"B0BFW2PTQ3\", \"price\": \"$23.18\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Running Shoes Non Slip Walking Shoes Lightweight Gym Workout Shoes Breathable Fashion Sneakers\", \"asin\": \"B08HLGQVC9\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Womens Sneakers Slip On Walking Shoes Breathable Running Shoes Lightweight Mesh Gym Shoes Non Slip Workout Shoes\", \"asin\": \"B0BYZG6VML\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Vl Court Bold Sneaker\", \"asin\": \"B0CKMNN28J\", \"price\": \"$74.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's X_PLR Path Sneaker\", \"asin\": \"B0CPSB45BQ\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Stan Smith Shoes\", \"asin\": \"B087CC5BRP\", \"price\": \"$34.37\", \"delivery\": \"FREE delivery May 6 - 7 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Unisex Adult Samba Indoor Soccer Shoe\", \"asin\": \"B0CKMKPDFZ\", \"price\": \"$89.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Court Base II Sneaker\", \"asin\": \"B0DHTV58T7\", \"price\": \"$54.95\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Court Express 2 Tennis Shoe\", \"asin\": \"B0DDBKKQ4X\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery May 2 - 6 Or fastest delivery Thu, May 1 Arrives before Mother's Day Only 1 left in stock - order soon.\"},\n {\"title\": \"Women's Court Pro II CMF Sneaker\", \"asin\": \"B0CG8JB1TS\", \"price\": \"$59.95\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Womens Slip On Walking Shoes\\uff0cMemory Foam Lightweight Comfort Casual Workout Shoes,Yoga Or Tennis Or Running Sneakers\", \"asin\": \"B0CC88S57T\", \"price\": \"$26.09\", \"delivery\": \"FREE delivery May 5 - 7 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage 2.0 Sneaker\", \"asin\": \"B0CKMPXDYY\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Grand Court Alpha 00s Sneaker\", \"asin\": \"B0CKMNLCYC\", \"price\": \"$49.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B0C2K28NN3\", \"price\": \"$39.64\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run Falcon 5 Sneaker\", \"asin\": \"B0CKM8KNLC\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Casual Sneakers \\u2013 Lightweight, Breathable Non-Slip Walking Shoes for Work, Nursing, Running, and Everyday Use\", \"asin\": \"B0DY7G2NNN\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery May 15 - 27\"},\n {\"title\": \"Womens Slip On Walking Shoes Non Slip Running Shoes Breathable Workout Shoes Lightweight Gym Sneakers\", \"asin\": \"B088WFZGC2\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0BZ5NB719\", \"price\": \"$49.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"adidas Women's Breaknet Sleek Sneaker\", \"asin\": \"B0D22WV8XL\", \"price\": \"$65.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Advantage Sneaker\", \"asin\": \"B08JMGGFFN\", \"price\": \"$36.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n {\"title\": \"Women's Run 72 Sneaker\", \"asin\": \"B0CKMQNH37\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Gazelle Indoor Womens Sneakers\", \"asin\": \"B0D3JBBT9H\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Charged Assert 9 Running Shoe\", \"asin\": \"B087TBKDF3\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Terrex Soulstride Sneaker\", \"asin\": \"B0BG3F4DDJ\", \"price\": \"$59.20\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's 574 Core Sneaker\", \"asin\": \"B093QJY13N\", \"price\": \"$89.95\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Swift Run Sneaker\", \"asin\": \"B0BHQJNS4G\", \"price\": \"$60.00\", \"delivery\": \"FREE delivery May 14 - 26 for Prime members\"},\n {\"title\": \"adidas Women's Cloudfoam Comfy Sneaker\", \"asin\": \"B0D2JFHP24\", \"price\": \"$42.14\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Prowl Slip-On Cross Trainer\", \"asin\": \"B07TP4BZWX\", \"price\": \"$50.72\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Bravada 2.0 Platform Sneaker\", \"asin\": \"B0BG9175WH\", \"price\": \"$42.66\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Response Running Shoe\", \"asin\": \"B0CKMLJFK5\", \"price\": \"$42.87\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Cheery Comfort Plush Foam Sneaker\", \"asin\": \"B082Y3PN8G\", \"price\": \"$29.98\", \"delivery\": \" Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM Arrives before Mother's Day\"},\n {\"title\": \"Women's 515 V3 Sneaker\", \"asin\": \"B09YBD8S3Z\", \"price\": \"$74.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Loven Sneaker\", \"asin\": \"B08DWR81ZG\", \"price\": \"$29.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run 70s 2.0 Sneaker\", \"asin\": \"B0D3P5XP2K\", \"price\": \"$54.99\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Superlite 3.0 6-Pack Super No Show, Athletic Socks, Invisible Ultra Low-Profile, Cushion & Arch Compression\", \"asin\": \"B0BZR2T4VT\", \"price\": \"$12.60\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30\"},\n {\"title\": \"Women's Grand Court 2.0 Sneaker\", \"asin\": \"B0D2JJW9Y2\", \"price\": \"$70.00\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Breaknet Sleek Sneaker\", \"asin\": \"B0CKMNRG16\", \"price\": \"$52.73\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Carina Leather Sneaker\", \"asin\": \"B07HJLYCJT\", \"price\": \"$64.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Ultrarun 5 Running Sneaker\", \"asin\": \"B0CKM9947L\", \"price\": \"$56.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"VL Court Bold Shoes\", \"asin\": \"B0CMGTR7ZZ\", \"price\": \"$64.00\", \"delivery\": \"FREE delivery May 9 - 11 for Prime members\"},\n {\"title\": \"Women's Cloudfoam Pure Sportswear Sneaker\", \"asin\": \"B0D4PRPFFV\", \"price\": \"$53.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Kids' Grand Court 2.0 Tennis Shoe\", \"asin\": \"B09FQZM7F6\", \"price\": \"$39.98\", \"delivery\": \"FREE delivery Fri, May 2\"},\n {\"title\": \"Women's Fresh Foam Arishi V4 Running Shoe\", \"asin\": \"B09H3NFZHB\", \"price\": \"$59.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"},\n {\"title\": \"Women's Response Running Sneaker\", \"asin\": \"B0CM84CJKZ\", \"price\": \"$54.98\", \"delivery\": \"FREE delivery Sat, May 3 Arrives before Mother's Day\"},\n {\"title\": \"Women's Puremotion Running Shoe\", \"asin\": \"B087KVPY8X\", \"price\": \"$43.89\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Runfalcon 3 Running Shoe\", \"asin\": \"B0C9SPXL8W\", \"price\": \"$39.00\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Barreda Decode Sneaker\", \"asin\": \"B0D22V575Q\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Mon, May 5 for Prime members Arrives before Mother's Day\"},\n {\"title\": \"Women's Ftwwht/Silvmt/Greone Samba OG W FTWR whiteSilver met./Grey one 7 US\", \"asin\": \"B0DDQN538K\", \"price\": \"$130.00\", \"delivery\": \"FREE delivery Fri, May 2 Arrives before Mother's Day\"},\n {\"title\": \"Women's Run Falcon 5 Trail Sneaker\", \"asin\": \"B0D3P49JPB\", \"price\": \"$38.85\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Men's Hoops 3.0 Basketball Shoe, White/Team Royal Blue/Gum\", \"asin\": \"B091M5RRSF\", \"price\": \"$36.66\", \"delivery\": \" Two-Day FREE delivery Thu, May 1 Arrives before Mother's Day\"},\n {\"title\": \"Women's Gamecourt 2.0 Tennis Shoe\", \"asin\": \"B09Y88VV3Q\", \"price\": \"$69.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 30 Arrives before Mother's Day\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:16:45.142Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"keds+sneakers+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Keds Women's Kickstart Lace Up Sneaker\"\n},\n {\n \"price\": \"$48.00\"\n},\n {\n \"bullet_list\": \"Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed\"\n},\n {\n \"asin\": \"B0CY5RG427\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Snow White\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 9\", \"asin\": \"B0CNV46WLS\", \"price\": \"$44.48\", \"quantity\": \"\"},\n {\"title\": \"Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women\", \"asin\": \"B0017H8SFY\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)\", \"asin\": \"B0B75F5F25\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)\", \"asin\": \"B0CH9G62F5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n {\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 8\", \"asin\": \"B0CNV2TJQ5\", \"price\": \"$44.92\", \"quantity\": \"\"},\n {\"title\": \"STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8\", \"asin\": \"B0B4635H2V\", \"price\": \"$37.79\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)\", \"asin\": \"B08GC8T9R2\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)\", \"asin\": \"B0CP5PRZJB\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:33:30.464Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:33:30.464Z
|
click
|
review
|
rule
|
2025-04-29T16:33:30.464Z
|
train
| 621 |
2025-04-29T16:33:30.464Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "keds+sneakers+for+women"
}
],
"product_details": [
{
"title": "Keds Women's Kickstart Lace Up Sneaker"
},
{
"price": "$48.00"
},
{
"bullet_list": "Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed"
},
{
"asin": "B0CY5RG427"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Snow White"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 9", "asin": "B0CNV46WLS", "price": "$44.48", "quantity": ""},
{"title": "Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women", "asin": "B0017H8SFY", "price": "$54.95", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)", "asin": "B0B75F5F25", "price": "$18.90", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)", "asin": "B0CH9G62F5", "price": "$21.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 8", "asin": "B0CNV2TJQ5", "price": "$44.92", "quantity": ""},
{"title": "STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8", "asin": "B0B4635H2V", "price": "$37.79", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)", "asin": "B08GC8T9R2", "price": "$26.99", "quantity": ""},
{"title": "FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)", "asin": "B0CP5PRZJB", "price": "$22.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:33:30.464Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 621,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"keds+sneakers+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Keds Women's Kickstart Lace Up Sneaker\"\n},\n {\n \"price\": \"$48.00\"\n},\n {\n \"bullet_list\": \"Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed\"\n},\n {\n \"asin\": \"B0CY5RG427\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Snow White\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 9\", \"asin\": \"B0CNV46WLS\", \"price\": \"$44.48\", \"quantity\": \"\"},\n {\"title\": \"Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women\", \"asin\": \"B0017H8SFY\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)\", \"asin\": \"B0B75F5F25\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)\", \"asin\": \"B0CH9G62F5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n {\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 8\", \"asin\": \"B0CNV2TJQ5\", \"price\": \"$44.92\", \"quantity\": \"\"},\n {\"title\": \"STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8\", \"asin\": \"B0B4635H2V\", \"price\": \"$37.79\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)\", \"asin\": \"B08GC8T9R2\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)\", \"asin\": \"B0CP5PRZJB\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:33:30.464Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"keds+sneakers+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Keds Women's Kickstart Lace Up Sneaker\"\n},\n {\n \"price\": \"$48.00\"\n},\n {\n \"bullet_list\": \"Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed\"\n},\n {\n \"asin\": \"B0CY5RG427\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Snow White\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 9\", \"asin\": \"B0CNV46WLS\", \"price\": \"$44.48\", \"quantity\": \"\"},\n {\"title\": \"Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women\", \"asin\": \"B0017H8SFY\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)\", \"asin\": \"B0B75F5F25\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)\", \"asin\": \"B0CH9G62F5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n {\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 8\", \"asin\": \"B0CNV2TJQ5\", \"price\": \"$44.92\", \"quantity\": \"\"},\n {\"title\": \"STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8\", \"asin\": \"B0B4635H2V\", \"price\": \"$37.79\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)\", \"asin\": \"B08GC8T9R2\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)\", \"asin\": \"B0CP5PRZJB\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:34:20.553Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:34:20.553Z
|
click
|
review
|
rule
|
2025-04-29T16:34:20.553Z
|
train
| 622 |
2025-04-29T16:34:20.553Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "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": "keds+sneakers+for+women"
}
],
"product_details": [
{
"title": "Keds Women's Kickstart Lace Up Sneaker"
},
{
"price": "$48.00"
},
{
"bullet_list": "Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed"
},
{
"asin": "B0CY5RG427"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Snow White"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 9", "asin": "B0CNV46WLS", "price": "$44.48", "quantity": ""},
{"title": "Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women", "asin": "B0017H8SFY", "price": "$54.95", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)", "asin": "B0B75F5F25", "price": "$18.90", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)", "asin": "B0CH9G62F5", "price": "$21.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 8", "asin": "B0CNV2TJQ5", "price": "$44.92", "quantity": ""},
{"title": "STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8", "asin": "B0B4635H2V", "price": "$37.79", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)", "asin": "B08GC8T9R2", "price": "$26.99", "quantity": ""},
{"title": "FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)", "asin": "B0CP5PRZJB", "price": "$22.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 8.5", "asin": "B01MY25PT4", "price": "$33.38", "quantity": ""},
{"title": "SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)", "asin": "B0DJQQL7YZ", "price": "$25.99", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:34:20.553Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 622,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"keds+sneakers+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Keds Women's Kickstart Lace Up Sneaker\"\n},\n {\n \"price\": \"$48.00\"\n},\n {\n \"bullet_list\": \"Durable rubber outsole for added comfort Lace to toe sneaker with 6 eyelets Flat cotton tonal lace Soft breathable twill lining Cushioned footbed\"\n},\n {\n \"asin\": \"B0CY5RG427\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Snow White\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 9\", \"asin\": \"B0CNV46WLS\", \"price\": \"$44.48\", \"quantity\": \"\"},\n {\"title\": \"Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women\", \"asin\": \"B0017H8SFY\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US8)\", \"asin\": \"B0B75F5F25\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US9)\", \"asin\": \"B0CH9G62F5\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n {\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 8\", \"asin\": \"B0CNV2TJQ5\", \"price\": \"$44.92\", \"quantity\": \"\"},\n {\"title\": \"STQ White Slip on Sneakers Women Soft Comfortable Casual Canvas Tennis Shoes Machine Washable 8\", \"asin\": \"B0B4635H2V\", \"price\": \"$37.79\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 11)\", \"asin\": \"B08GC8T9R2\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Mens White Canvas Sneakers Low Top Lace Up Canvas Shoes Fashion Comfortable(White,US11)\", \"asin\": \"B0CP5PRZJB\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 8.5\", \"asin\": \"B01MY25PT4\", \"price\": \"$33.38\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Tennis Shoes PU Leather Sneakers Casual Walking Shoes for Women(White,US8.5)\", \"asin\": \"B0DJQQL7YZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:34:20.553Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Keds Women's Champion Leather Lace Up Sneaker\"\n},\n {\n \"price\": \"$52.95\"\n},\n {\n \"bullet_list\": \"TIMELESS STYLE \\u2013 Confidently step out in style with the iconic Keds Champion Lace Up Canvas Sneakers for women. Whether you\\u2019re at work or running errands, the cotton canvas upper on these lace up black sneakers for women provide the perfect fit. ALL-DAY COMFORT \\u2013 With a soft, breathable twill lining, these women\\u2019s Keds sneakers ensure your feet stay comfortable all day long. Plus, the flexible rubber outsole on these black Keds offer maximum traction and stability while walking. VERSATILE DESIGN - Effortlessly dress up or down every outfit, thanks to the versatile footwear design. Our black canvas sneakers for women offer superior support for your feet with a 10% recycled PU foam Softerra footbed, so you can keep going. DURABLE QUALITY \\u2013 Made with quality materials, our canvas shoes are built to last. These Keds sneakers for women have a cushioned Ortholite insole that helps to move moisture away from your feet to keep them cool & dry. Care is easy: spot wash & air dry. WEAR YOURS - The very definition of a classic sneaker, the Keds Champion Sneaker has been a wardrobe staple since its debut in 1916. With its goes-with-everything style and up-for-everything comfort, it\\u2019s the kind of sneaker you reach for again and again.\"\n},\n {\n \"asin\": \"B0BX4NWZRT\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Blush Premium Leather\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$38.88\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 10\", \"asin\": \"B0CNV1P19B\", \"price\": \"$44.92\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Champion Lace Up Sneaker, RED Canvas, 8 Wide\", \"asin\": \"B0017HC968\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium\", \"asin\": \"B0C3T43KSJ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US7)\", \"asin\": \"B09YTV16X3\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)\", \"asin\": \"B08GC81ZVQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 6.5\", \"asin\": \"B0CNV3FBGC\", \"price\": \"$44.92\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US9)\", \"asin\": \"B08MTSLR73\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)\", \"asin\": \"B08GC81ZVQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(Black.US11)\", \"asin\": \"B09YTTSNLN\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women\", \"asin\": \"B0017H8SFY\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium\", \"asin\": \"B0C3T43KSJ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip on Sneakers Casual Slip on Walking Shoes Womens Tennis Shoes Flat Dress Shoes Non Slip Work Shoes(White.us8)\", \"asin\": \"B09MS4WT75\", \"price\": \"$21.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:57:51.184Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:57:51.184Z
|
click
|
product_option
|
rule
|
2025-04-29T16:57:51.184Z
|
train
| 623 |
2025-04-29T16:57:51.184Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "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": ""
}
],
"product_details": [
{
"title": "Keds Women's Champion Leather Lace Up Sneaker"
},
{
"price": "$52.95"
},
{
"bullet_list": "TIMELESS STYLE \u2013 Confidently step out in style with the iconic Keds Champion Lace Up Canvas Sneakers for women. Whether you\u2019re at work or running errands, the cotton canvas upper on these lace up black sneakers for women provide the perfect fit. ALL-DAY COMFORT \u2013 With a soft, breathable twill lining, these women\u2019s Keds sneakers ensure your feet stay comfortable all day long. Plus, the flexible rubber outsole on these black Keds offer maximum traction and stability while walking. VERSATILE DESIGN - Effortlessly dress up or down every outfit, thanks to the versatile footwear design. Our black canvas sneakers for women offer superior support for your feet with a 10% recycled PU foam Softerra footbed, so you can keep going. DURABLE QUALITY \u2013 Made with quality materials, our canvas shoes are built to last. These Keds sneakers for women have a cushioned Ortholite insole that helps to move moisture away from your feet to keep them cool & dry. Care is easy: spot wash & air dry. WEAR YOURS - The very definition of a classic sneaker, the Keds Champion Sneaker has been a wardrobe staple since its debut in 1916. With its goes-with-everything style and up-for-everything comfort, it\u2019s the kind of sneaker you reach for again and again."
},
{
"asin": "B0BX4NWZRT"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Blush Premium Leather"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$38.88", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 10", "asin": "B0CNV1P19B", "price": "$44.92", "quantity": ""},
{"title": "Keds Women's Champion Lace Up Sneaker, RED Canvas, 8 Wide", "asin": "B0017HC968", "price": "$54.95", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)", "asin": "B08MTGC39G", "price": "$19.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium", "asin": "B0C3T43KSJ", "price": "$59.95", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US7)", "asin": "B09YTV16X3", "price": "$18.90", "quantity": ""},
{"title": "Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium", "asin": "B095ZTQ292", "price": "$69.95", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)", "asin": "B08GC81ZVQ", "price": "$26.99", "quantity": ""},
{"title": "Keds Women's Triple Up Leather Sneaker, White/Gold, 6.5", "asin": "B0CNV3FBGC", "price": "$44.92", "quantity": ""},
{"title": "Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US9)", "asin": "B08MTSLR73", "price": "$19.99", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)", "asin": "B08GC81ZVQ", "price": "$26.99", "quantity": ""},
{"title": "Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(Black.US11)", "asin": "B09YTTSNLN", "price": "$18.49", "quantity": ""},
{"title": "Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women", "asin": "B0017H8SFY", "price": "$54.95", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium", "asin": "B0C3T43KSJ", "price": "$59.95", "quantity": ""},
{"title": "Women's Canvas Slip on Sneakers Casual Slip on Walking Shoes Womens Tennis Shoes Flat Dress Shoes Non Slip Work Shoes(White.us8)", "asin": "B09MS4WT75", "price": "$21.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:57:51.184Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 623,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Keds Women's Champion Leather Lace Up Sneaker\"\n},\n {\n \"price\": \"$52.95\"\n},\n {\n \"bullet_list\": \"TIMELESS STYLE \\u2013 Confidently step out in style with the iconic Keds Champion Lace Up Canvas Sneakers for women. Whether you\\u2019re at work or running errands, the cotton canvas upper on these lace up black sneakers for women provide the perfect fit. ALL-DAY COMFORT \\u2013 With a soft, breathable twill lining, these women\\u2019s Keds sneakers ensure your feet stay comfortable all day long. Plus, the flexible rubber outsole on these black Keds offer maximum traction and stability while walking. VERSATILE DESIGN - Effortlessly dress up or down every outfit, thanks to the versatile footwear design. Our black canvas sneakers for women offer superior support for your feet with a 10% recycled PU foam Softerra footbed, so you can keep going. DURABLE QUALITY \\u2013 Made with quality materials, our canvas shoes are built to last. These Keds sneakers for women have a cushioned Ortholite insole that helps to move moisture away from your feet to keep them cool & dry. Care is easy: spot wash & air dry. WEAR YOURS - The very definition of a classic sneaker, the Keds Champion Sneaker has been a wardrobe staple since its debut in 1916. With its goes-with-everything style and up-for-everything comfort, it\\u2019s the kind of sneaker you reach for again and again.\"\n},\n {\n \"asin\": \"B0BX4NWZRT\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Blush Premium Leather\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$38.88\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 10\", \"asin\": \"B0CNV1P19B\", \"price\": \"$44.92\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Champion Lace Up Sneaker, RED Canvas, 8 Wide\", \"asin\": \"B0017HC968\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US8)\", \"asin\": \"B08MTGC39G\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium\", \"asin\": \"B0C3T43KSJ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(White.US7)\", \"asin\": \"B09YTV16X3\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"Keds Triple Up Canvas, Sneaker Womens, White, 8 Medium\", \"asin\": \"B095ZTQ292\", \"price\": \"$69.95\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)\", \"asin\": \"B08GC81ZVQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Up Leather Sneaker, White/Gold, 6.5\", \"asin\": \"B0CNV3FBGC\", \"price\": \"$44.92\", \"quantity\": \"\"},\n {\"title\": \"Womens Classic White Sneakers,Low Top White Canvas Shoes,Lightweight Casual Canvas Sneakers(White Flower.US9)\", \"asin\": \"B08MTSLR73\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White Dot 10)\", \"asin\": \"B08GC81ZVQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Womens White Canvas Sneakers Low Top Lace-up Canvas Shoes Lightweight Casual Tennis Shoes(Black.US11)\", \"asin\": \"B09YTTSNLN\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Keds Unisex Champion Lace Up Sneaker, RED Canvas, 8 US Women\", \"asin\": \"B0017H8SFY\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, Oatmeal Textile, 7 Medium\", \"asin\": \"B0C3T43KSJ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip on Sneakers Casual Slip on Walking Shoes Womens Tennis Shoes Flat Dress Shoes Non Slip Work Shoes(White.us8)\", \"asin\": \"B09MS4WT75\", \"price\": \"$21.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:57:51.184Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:34.505Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:59:34.505Z
|
click
|
review
|
rule
|
2025-04-29T16:59:34.505Z
|
train
| 624 |
2025-04-29T16:59:34.505Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1GRRFH"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:59:34.505Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 624,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:34.505Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:37.459Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:59:37.459Z
|
click
|
review
|
rule
|
2025-04-29T16:59:37.459Z
|
train
| 625 |
2025-04-29T16:59:37.459Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1GRRFH"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:59:37.459Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 625,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:37.459Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:39.587Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:59:39.587Z
|
click
|
review
|
rule
|
2025-04-29T16:59:39.587Z
|
train
| 626 |
2025-04-29T16:59:39.587Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1GRRFH"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:59:39.587Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 626,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:39.587Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:41.203Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:59:41.203Z
|
click
|
review
|
rule
|
2025-04-29T16:59:41.203Z
|
train
| 627 |
2025-04-29T16:59:41.203Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1GRRFH"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:59:41.203Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 627,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:41.203Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:42.738Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:59:42.738Z
|
click
|
review
|
rule
|
2025-04-29T16:59:42.738Z
|
train
| 628 |
2025-04-29T16:59:42.738Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1GRRFH"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:59:42.738Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 628,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:42.738Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:44.300Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:59:44.300Z
|
click
|
review
|
rule
|
2025-04-29T16:59:44.300Z
|
train
| 629 |
2025-04-29T16:59:44.300Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1GRRFH"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:59:44.300Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 629,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:44.300Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:46.505Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:59:46.505Z
|
click
|
review
|
rule
|
2025-04-29T16:59:46.505Z
|
train
| 630 |
2025-04-29T16:59:46.505Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1GRRFH"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:59:46.505Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 630,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:46.505Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:48.040Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T16:59:48.040Z
|
click
|
review
|
rule
|
2025-04-29T16:59:48.040Z
|
train
| 631 |
2025-04-29T16:59:48.040Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1GRRFH"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T16:59:48.040Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 631,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T16:59:48.040Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T17:00:42.192Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T17:00:42.192Z
|
click
|
review
|
rule
|
2025-04-29T17:00:42.192Z
|
train
| 632 |
2025-04-29T17:00:42.192Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1GRRFH"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T17:00:42.192Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 632,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T17:00:42.192Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Gum Marshmallow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T17:00:51.033Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T17:00:51.033Z
|
click
|
product_option
|
rule
|
2025-04-29T17:00:51.033Z
|
train
| 633 |
2025-04-29T17:00:51.033Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1GRRFH"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Gum Marshmallow"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$54.95", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\uff08Blue,US7.5\uff09", "asin": "B0CRTTHK2R", "price": "$23.39", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium", "asin": "B09ZWLXL8N", "price": "$64.95", "quantity": ""},
{"title": "Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium", "asin": "B010EGK4ZK", "price": "$39.87", "quantity": ""},
{"title": "CUSHIONAIRE Women\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11", "asin": "B0DKP3N6D5", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)", "asin": "B0CP5PYJX3", "price": "$10.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)", "asin": "B0CY29HCJR", "price": "$21.99", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6", "asin": "B0B4W82338", "price": "$25.99", "quantity": ""},
{"title": "XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7", "asin": "B0D3XHYZ38", "price": "$21.59", "quantity": ""},
{"title": "Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8", "asin": "B0D7QFCMNQ", "price": "$70.00", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)", "asin": "B08Y1LPVRZ", "price": "$23.99", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T17:00:51.033Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 633,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1GRRFH\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Gum Marshmallow\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$54.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion Black Sneaker\\uff08Blue,US7.5\\uff09\", \"asin\": \"B0CRTTHK2R\", \"price\": \"$23.39\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 7 Medium\", \"asin\": \"B09ZWLXL8N\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Keds Kickstart Lace Up, Sneaker Womens, Black Canvas, 8 Medium\", \"asin\": \"B010EGK4ZK\", \"price\": \"$39.87\", \"quantity\": \"\"},\n {\"title\": \"CUSHIONAIRE Women\\u2019s Freshman Canvas Lace-Up Sneaker with Memory Foam, Wide Widths Available | Casual Walking Shoes, Lightweight & Comfortable, White Canvas 11\", \"asin\": \"B0DKP3N6D5\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Purple,US9)\", \"asin\": \"B0CP5PYJX3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Lake Green Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Lake Green,6)\", \"asin\": \"B0CY29HCJR\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top Navy Shoes Loafers for Women Fashion Navy Sneaker(Navy,US6\", \"asin\": \"B0B4W82338\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"XRH Tennis Shoes Womens Low Top Casual Shoes for Women, Lace Up Canvas Sneakers Comfortable Shoes for Women Walking Shoes(White,US7\", \"asin\": \"B0D3XHYZ38\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ryland LS Shoe | Retro Court Sneakers with Tennis Inspired Fashion Details, Suede/Canvas Moon Rock, 8\", \"asin\": \"B0D7QFCMNQ\", \"price\": \"$70.00\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Women Rainbow Canvas Fashion Sneakers Comfortable Orange Multi Walking Shoes Tie Dye Green Canvas Slip ons(Green US7)\", \"asin\": \"B08Y1LPVRZ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T17:00:51.033Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Black/White\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 5 Medium\", \"asin\": \"B09ZWKWHGN\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Glolily Elle Starburst Perf Women's Comfort Sneaker - White/White, 7 M\", \"asin\": \"B0F1DT7ZDS\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Chunky Lace Sepia Rose, 8\", \"asin\": \"B0DJ2PK4MD\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8\", \"asin\": \"B09Z73K77H\", \"price\": \"$64.34\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \\u2013 Butterfly Floral Blanc de Blanc\", \"asin\": \"B0DWS6ZK75\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Sneaker, Suede Mesh White, 8\", \"asin\": \"B0CPLXMBS2\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T17:01:09.915Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T17:01:09.915Z
|
click
|
product_option
|
rule
|
2025-04-29T17:01:09.915Z
|
train
| 634 |
2025-04-29T17:01:09.915Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Black/White"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Keds Center 3 Lace Up, Sneaker Womens, White Leather, 5 Medium", "asin": "B09ZWKWHGN", "price": "$64.95", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Tommy Hilfiger Women's Helien Sneaker", "asin": "B0B1G9N8DD", "price": "$79.99", "quantity": ""},
{"title": "Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes", "asin": "B0CT56J95V", "price": "$36.99", "quantity": ""},
{"title": "Glolily Elle Starburst Perf Women's Comfort Sneaker - White/White, 7 M", "asin": "B0F1DT7ZDS", "price": "$49.95", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Chunky Lace Sepia Rose, 8", "asin": "B0DJ2PK4MD", "price": "$75.00", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8", "asin": "B09Z73K77H", "price": "$64.34", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \u2013 Butterfly Floral Blanc de Blanc", "asin": "B0DWS6ZK75", "price": "$65.00", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "Vans Women's Sneaker, Suede Mesh White, 8", "asin": "B0CPLXMBS2", "price": "$64.95", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T17:01:09.915Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 634,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Black/White\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Center 3 Lace Up, Sneaker Womens, White Leather, 5 Medium\", \"asin\": \"B09ZWKWHGN\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Tommy Hilfiger Women's Helien Sneaker\", \"asin\": \"B0B1G9N8DD\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"Modysero Geometric Shoes for Women Lightweight Breathable Nonslip Sneakers Casual Daily Lace Up Tennis Shoes\", \"asin\": \"B0CT56J95V\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Glolily Elle Starburst Perf Women's Comfort Sneaker - White/White, 7 M\", \"asin\": \"B0F1DT7ZDS\", \"price\": \"$49.95\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Chunky Lace Sepia Rose, 8\", \"asin\": \"B0DJ2PK4MD\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8\", \"asin\": \"B09Z73K77H\", \"price\": \"$64.34\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \\u2013 Butterfly Floral Blanc de Blanc\", \"asin\": \"B0DWS6ZK75\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Sneaker, Suede Mesh White, 8\", \"asin\": \"B0CPLXMBS2\", \"price\": \"$64.95\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T17:01:09.915Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$52.39\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed suede & canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight materials and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B08M41J12L\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$41.56\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Black/Black, 8\", \"asin\": \"B07VJT5F6C\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"Michael Kors Women's Georgie Trainer Sneaker\", \"asin\": \"B0CF7HPH85\", \"price\": \"$165.00\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Low Cut Shoes(Black.US9.5)\\u2026\", \"asin\": \"B0C85VBCVK\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Color Stripe 07)\", \"asin\": \"B07YKCQQ2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Vepose Women's 8006 Fashion Sneakers, Walking Comfortable Shoes, Slip on Casual Sneaker\", \"asin\": \"B0BTGH88J8\", \"price\": \"$40.98\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Suede/Mesh Sepia Rose, 8\", \"asin\": \"B0D7QDQHNQ\", \"price\": \"$74.96\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (8 M US,Black)\", \"asin\": \"B089P1HNLC\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Suede/Mesh Hint of Mint, 8\", \"asin\": \"B0DSWLGLGW\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \\u2013 Butterfly Floral Blanc de Blanc\", \"asin\": \"B0DWS6ZK75\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Sepia Rose, 8\", \"asin\": \"B0D7QF537G\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T17:01:28.869Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-29T17:01:28.869Z
|
click
|
product_option
|
rule
|
2025-04-29T17:01:28.869Z
|
train
| 635 |
2025-04-29T17:01:28.869Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Filmore Decon Low-Top"
},
{
"price": "$52.39"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed suede & canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight materials and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B08M41J12L"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$41.56", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Vans Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Black/Black, 8", "asin": "B07VJT5F6C", "price": "$54.99", "quantity": ""},
{"title": "Michael Kors Women's Georgie Trainer Sneaker", "asin": "B0CF7HPH85", "price": "$165.00", "quantity": ""},
{"title": "Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Low Cut Shoes(Black.US9.5)\u2026", "asin": "B0C85VBCVK", "price": "$21.24", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Color Stripe 07)", "asin": "B07YKCQQ2W", "price": "$25.99", "quantity": ""},
{"title": "Vepose Women's 8006 Fashion Sneakers, Walking Comfortable Shoes, Slip on Casual Sneaker", "asin": "B0BTGH88J8", "price": "$40.98", "quantity": ""},
{"title": "Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Suede/Mesh Sepia Rose, 8", "asin": "B0D7QDQHNQ", "price": "$74.96", "quantity": ""},
{"title": "Cull4U Women's Laid Back Low-Top Sneaker Shoe (8 M US,Black)", "asin": "B089P1HNLC", "price": "$26.99", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Suede/Mesh Hint of Mint, 8", "asin": "B0DSWLGLGW", "price": "$75.00", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \u2013 Butterfly Floral Blanc de Blanc", "asin": "B0DWS6ZK75", "price": "$65.00", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Sepia Rose, 8", "asin": "B0D7QF537G", "price": "$74.97", "quantity": ""},
{"title": "Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)", "asin": "B0CP7277PW", "price": "$21.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)", "asin": "B0CP5QPPQ3", "price": "$10.99", "quantity": ""},
{"title": "Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5", "asin": "B0CHF7TNLJ", "price": "$79.59", "quantity": ""},
{"title": "Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)", "asin": "B0CH9G5KJF", "price": "$21.99", "quantity": ""},
{"title": "ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40", "asin": "B0DH4SFTWV", "price": "$39.99", "quantity": ""},
{"title": "Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9", "asin": "B0DNMHJNTZ", "price": "$28.99", "quantity": ""},
{"title": "Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White", "asin": "B092R72G42", "price": "$36.99", "quantity": ""},
{"title": "Vans Women's Ranger EXP Low-Top", "asin": "B0F5QDJGH1", "price": "$65.63", "quantity": ""},
{"title": "Vans Men's Ranger EXP Low-Top", "asin": "B0F5QJ8G16", "price": "$73.43", "quantity": ""},
{"title": "Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5", "asin": "B0949MFTZX", "price": "$75.00", "quantity": ""},
{"title": "Vans Women's Brooklyn LS Low-Top", "asin": "B0F5QDDNJF", "price": "$40.00", "quantity": ""},
{"title": "Vans Women's Low-top Trainers", "asin": "B07SYM64C2", "price": "$44.79", "quantity": ""},
{"title": "Vans Women's Emmy Deluxe", "asin": "B0F5QGSND9", "price": "$58.68", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-29T17:01:28.869Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 635,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Filmore Decon Low-Top\"\n},\n {\n \"price\": \"$52.39\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed suede & canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight materials and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B08M41J12L\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$41.56\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Black/Black, 8\", \"asin\": \"B07VJT5F6C\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"Michael Kors Women's Georgie Trainer Sneaker\", \"asin\": \"B0CF7HPH85\", \"price\": \"$165.00\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip on Shoes Canvas Sneakers Loafers Non Slip Shoes Low Top Casual Low Cut Shoes(Black.US9.5)\\u2026\", \"asin\": \"B0C85VBCVK\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (Color Stripe 07)\", \"asin\": \"B07YKCQQ2W\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Vepose Women's 8006 Fashion Sneakers, Walking Comfortable Shoes, Slip on Casual Sneaker\", \"asin\": \"B0BTGH88J8\", \"price\": \"$40.98\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Suede/Mesh Sepia Rose, 8\", \"asin\": \"B0D7QDQHNQ\", \"price\": \"$74.96\", \"quantity\": \"\"},\n {\"title\": \"Cull4U Women's Laid Back Low-Top Sneaker Shoe (8 M US,Black)\", \"asin\": \"B089P1HNLC\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Suede/Mesh Hint of Mint, 8\", \"asin\": \"B0DSWLGLGW\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"VANS Women's Asher Slip-On Shoe | Comfortable Sneakers for Walking, Fashion & Everyday Wear, Durable & Lightweight Footwear with Casual Style \\u2013 Butterfly Floral Blanc de Blanc\", \"asin\": \"B0DWS6ZK75\", \"price\": \"$65.00\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Caldrone Shoe | Chunky Low-Top Fashion Sneakers with Retro-Inspired Style, Sepia Rose, 8\", \"asin\": \"B0D7QF537G\", \"price\": \"$74.97\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Canvas Tennis Shoes for Women Low Top Casual White Black Sneakers for Women Lace Up Fashion Comfortable Walking Shoes (Orange,9)\", \"asin\": \"B0CP7277PW\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(Red,US7)\", \"asin\": \"B0CP5QPPQ3\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"Skechers Women's Max Cushioning Elite 2.0 Vanish Hands Free Slip-Ins Sneaker, White/Black, 6.5\", \"asin\": \"B0CHF7TNLJ\", \"price\": \"$79.59\", \"quantity\": \"\"},\n {\"title\": \"Adokoo Women's Fashion Sneakers PU Leather Casual Shoes White Tennis Low Top Shoes Womens Lace Up Sneakers(White,US6.5)\", \"asin\": \"B0CH9G5KJF\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"ZYEN Wide Toe Box Shoes Women Non-Slip Ultra Light Running Sneakers Extra Wide Feet Arch Support Walking Shoes Tennis Diabetes Breathable Gym Workouts 8813 Blue 40\", \"asin\": \"B0DH4SFTWV\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Giniros Women's Walking Shoes Lightweight Comfort Workout Casual Non Slip Fashion Sneakers Green 9\", \"asin\": \"B0DNMHJNTZ\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Womens Running Shoes Blade Tennis Walking Fashion Sneakers Breathable Non Slip Gym Sports Work Trainers White\", \"asin\": \"B092R72G42\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Ranger EXP Low-Top\", \"asin\": \"B0F5QDJGH1\", \"price\": \"$65.63\", \"quantity\": \"\"},\n {\"title\": \"Vans Men's Ranger EXP Low-Top\", \"asin\": \"B0F5QJ8G16\", \"price\": \"$73.43\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Range EXP Shoe | Athletic Fashion Sneakers for Walking, Hiking & Everyday Wear, Black/White, 5.5\", \"asin\": \"B0949MFTZX\", \"price\": \"$75.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Brooklyn LS Low-Top\", \"asin\": \"B0F5QDDNJF\", \"price\": \"$40.00\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Low-top Trainers\", \"asin\": \"B07SYM64C2\", \"price\": \"$44.79\", \"quantity\": \"\"},\n {\"title\": \"Vans Women's Emmy Deluxe\", \"asin\": \"B0F5QGSND9\", \"price\": \"$58.68\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-29T17:01:28.869Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B08BHR3XQK\"\n},\n {\n \"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black\"\n},\n {\n \"price\": \"$34.99\"\n},\n {\n \"bullet_list\": \"Gorgeous Womens Laptop Bag:Made of premium PU leather material, durable and fashion. Sturdy design, fluid lines that convey a classic chic fashion look that is personalized and elegant and never out of style, will bring modernity and freshness to any outfit. Ideal Organizer Womens Briefcase:Three layers are designed for different use: one laptop compartment to hold a 15.6\\\" laptop and tablet with room to spare; one zip compartment to secure files and two open sections with room for cosmetic, wallet, A4 folder; Multiple pockets for small essentials, bottles; Exactly keep your daily business essentials well organized. Generously Sized Laptop Tote Bag: Size of the bag is 16.9\\\"x5.8\\\"x12.5\\\". (Since the laptops' appearance of different brands is different, this laptop bag is suitable for most 15.6 inch computers, but if the laptop's form(like some Gaming laptops) is too large, it may not be suitable). It ways as a lightweight briefcase or handbag, shoulder bag or a crossbody bag as well, convenient and comfortable. Versatile Work Bags for Women:This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, college, business trip, work, weekend, outdoor activities, outdoor holiday, travel, gyms, camp, etc. Nice size admirably suits womens. Great Computer bag for women:Professional design to fully protect your laptop against accidental impacts and scratches. Compatible with Notebook, MacBook, Ultrabook, and Chromebook Computers 13-13.3 Inch, 14 Inch, 15 Inch, and up to 15.6 Inch; May not snugly compatible all computers due to variations in the sizes of different models, we will provide the best service for you. Attention: Item color displayed in photos may be slightly different on your computer monitor.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag\", \"asin\": \"B0CH87X9CB\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse\", \"asin\": \"B0DGPRSKGB\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"RAINSMORE Laptop Bag for Women 15.6 inch Leather Laptop Tote Bag Large Computer Bags Waterproof Business Office Work Bags Briefcase with Satchel Purse 2pcs Set, Brown\", \"asin\": \"B0DPX3N8MJ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CZ6PK42S\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Brown\", \"asin\": \"B07YB87XBX\", \"price\": \"$37.04\", \"quantity\": \"\"},\n {\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CQFZ46PG\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, 15.6 Inch Work Bags, Waterproof Computer Bags with Clutch Purse, Large Capacity Messenger Bag for Teacher College Business Office\", \"asin\": \"B0CMC87FNX\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women 15.6 inch Laptop Tote Bag Waterproof Leather Computer Bag Large Lightweight Briefcase Professional Business Office Work Bag Black\", \"asin\": \"B0BYJDRV5K\", \"price\": \"$31.37\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag\", \"asin\": \"B0CH87X9CB\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CQFYWTYZ\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Milan Chiva Work Tote Bags for Women Middle Urban Tote Bag with Zip Compartments\", \"asin\": \"B0DFWJF2PR\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag\", \"asin\": \"B0BBD2XGYQ\", \"price\": \"$99.00\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown\", \"asin\": \"B085Q6XMQC\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black\", \"asin\": \"B08BHR3XQK\", \"price\": \"$34.99\"},\n {\"title\": \"Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Classy Computer Briefcase for Work Waterproof Handbag Professional Shoulder Bag Women Business Office Bag Large Capacity Black\", \"asin\": \"B08JBRDFKY\", \"price\": \"$34.86\"},\n {\"title\": \"RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Black\", \"asin\": \"B0BZ8KFRFM\", \"price\": \"$31.37\"},\n {\"title\": \"RAINSMORE Laptop Bag for Women 15.6 Inch PU Tote Bag Business Office Work Bag Waterproof Briefcase Computer Tote Lightweight Handbag Shoulder, Black\", \"asin\": \"B0B7N9SPJY\", \"price\": \"$29.98\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black\", \"asin\": \"B0DK2RZYQL\", \"price\": \"$27.68\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black\", \"asin\": \"B0CH883S46\", \"price\": \"$34.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T04:26:39.268Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-01T04:26:39.268Z
|
click
|
page_related
|
rule
|
2025-05-01T04:26:39.268Z
|
train
| 636 |
2025-05-01T04:26:39.268Z
|
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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"product_details": [
{
"asin": "B08BHR3XQK"
},
{
"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black"
},
{
"price": "$34.99"
},
{
"bullet_list": "Gorgeous Womens Laptop Bag:Made of premium PU leather material, durable and fashion. Sturdy design, fluid lines that convey a classic chic fashion look that is personalized and elegant and never out of style, will bring modernity and freshness to any outfit. Ideal Organizer Womens Briefcase:Three layers are designed for different use: one laptop compartment to hold a 15.6\" laptop and tablet with room to spare; one zip compartment to secure files and two open sections with room for cosmetic, wallet, A4 folder; Multiple pockets for small essentials, bottles; Exactly keep your daily business essentials well organized. Generously Sized Laptop Tote Bag: Size of the bag is 16.9\"x5.8\"x12.5\". (Since the laptops' appearance of different brands is different, this laptop bag is suitable for most 15.6 inch computers, but if the laptop's form(like some Gaming laptops) is too large, it may not be suitable). It ways as a lightweight briefcase or handbag, shoulder bag or a crossbody bag as well, convenient and comfortable. Versatile Work Bags for Women:This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, college, business trip, work, weekend, outdoor activities, outdoor holiday, travel, gyms, camp, etc. Nice size admirably suits womens. Great Computer bag for women:Professional design to fully protect your laptop against accidental impacts and scratches. Compatible with Notebook, MacBook, Ultrabook, and Chromebook Computers 13-13.3 Inch, 14 Inch, 15 Inch, and up to 15.6 Inch; May not snugly compatible all computers due to variations in the sizes of different models, we will provide the best service for you. Attention: Item color displayed in photos may be slightly different on your computer monitor."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag", "asin": "B0CH87X9CB", "price": "$35.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse", "asin": "B0DGPRSKGB", "price": "$35.98", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "RAINSMORE Laptop Bag for Women 15.6 inch Leather Laptop Tote Bag Large Computer Bags Waterproof Business Office Work Bags Briefcase with Satchel Purse 2pcs Set, Brown", "asin": "B0DPX3N8MJ", "price": "$39.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CZ6PK42S", "price": "$49.99", "quantity": ""},
{"title": "MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Brown", "asin": "B07YB87XBX", "price": "$37.04", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CQFZ46PG", "price": "$59.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, 15.6 Inch Work Bags, Waterproof Computer Bags with Clutch Purse, Large Capacity Messenger Bag for Teacher College Business Office", "asin": "B0CMC87FNX", "price": "$29.98", "quantity": ""},
{"title": "Laptop Bag for Women 15.6 inch Laptop Tote Bag Waterproof Leather Computer Bag Large Lightweight Briefcase Professional Business Office Work Bag Black", "asin": "B0BYJDRV5K", "price": "$31.37", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag", "asin": "B0CH87X9CB", "price": "$35.99", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CQFYWTYZ", "price": "$49.99", "quantity": ""},
{"title": "Milan Chiva Work Tote Bags for Women Middle Urban Tote Bag with Zip Compartments", "asin": "B0DFWJF2PR", "price": "$24.99", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag", "asin": "B0BBD2XGYQ", "price": "$99.00", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown", "asin": "B085Q6XMQC", "price": "$33.99", "quantity": ""}
],
"comparison_items": [
{"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black", "asin": "B08BHR3XQK", "price": "$34.99"},
{"title": "Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Classy Computer Briefcase for Work Waterproof Handbag Professional Shoulder Bag Women Business Office Bag Large Capacity Black", "asin": "B08JBRDFKY", "price": "$34.86"},
{"title": "RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Black", "asin": "B0BZ8KFRFM", "price": "$31.37"},
{"title": "RAINSMORE Laptop Bag for Women 15.6 Inch PU Tote Bag Business Office Work Bag Waterproof Briefcase Computer Tote Lightweight Handbag Shoulder, Black", "asin": "B0B7N9SPJY", "price": "$29.98"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black", "asin": "B0DK2RZYQL", "price": "$27.68"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black", "asin": "B0CH883S46", "price": "$34.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-01T04:26:39.268Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>page_related</answer_argument>",
"index": 636,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B08BHR3XQK\"\n},\n {\n \"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black\"\n},\n {\n \"price\": \"$34.99\"\n},\n {\n \"bullet_list\": \"Gorgeous Womens Laptop Bag:Made of premium PU leather material, durable and fashion. Sturdy design, fluid lines that convey a classic chic fashion look that is personalized and elegant and never out of style, will bring modernity and freshness to any outfit. Ideal Organizer Womens Briefcase:Three layers are designed for different use: one laptop compartment to hold a 15.6\\\" laptop and tablet with room to spare; one zip compartment to secure files and two open sections with room for cosmetic, wallet, A4 folder; Multiple pockets for small essentials, bottles; Exactly keep your daily business essentials well organized. Generously Sized Laptop Tote Bag: Size of the bag is 16.9\\\"x5.8\\\"x12.5\\\". (Since the laptops' appearance of different brands is different, this laptop bag is suitable for most 15.6 inch computers, but if the laptop's form(like some Gaming laptops) is too large, it may not be suitable). It ways as a lightweight briefcase or handbag, shoulder bag or a crossbody bag as well, convenient and comfortable. Versatile Work Bags for Women:This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, college, business trip, work, weekend, outdoor activities, outdoor holiday, travel, gyms, camp, etc. Nice size admirably suits womens. Great Computer bag for women:Professional design to fully protect your laptop against accidental impacts and scratches. Compatible with Notebook, MacBook, Ultrabook, and Chromebook Computers 13-13.3 Inch, 14 Inch, 15 Inch, and up to 15.6 Inch; May not snugly compatible all computers due to variations in the sizes of different models, we will provide the best service for you. Attention: Item color displayed in photos may be slightly different on your computer monitor.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag\", \"asin\": \"B0CH87X9CB\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse\", \"asin\": \"B0DGPRSKGB\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"RAINSMORE Laptop Bag for Women 15.6 inch Leather Laptop Tote Bag Large Computer Bags Waterproof Business Office Work Bags Briefcase with Satchel Purse 2pcs Set, Brown\", \"asin\": \"B0DPX3N8MJ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CZ6PK42S\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Brown\", \"asin\": \"B07YB87XBX\", \"price\": \"$37.04\", \"quantity\": \"\"},\n {\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CQFZ46PG\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, 15.6 Inch Work Bags, Waterproof Computer Bags with Clutch Purse, Large Capacity Messenger Bag for Teacher College Business Office\", \"asin\": \"B0CMC87FNX\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women 15.6 inch Laptop Tote Bag Waterproof Leather Computer Bag Large Lightweight Briefcase Professional Business Office Work Bag Black\", \"asin\": \"B0BYJDRV5K\", \"price\": \"$31.37\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag\", \"asin\": \"B0CH87X9CB\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CQFYWTYZ\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Milan Chiva Work Tote Bags for Women Middle Urban Tote Bag with Zip Compartments\", \"asin\": \"B0DFWJF2PR\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag\", \"asin\": \"B0BBD2XGYQ\", \"price\": \"$99.00\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown\", \"asin\": \"B085Q6XMQC\", \"price\": \"$33.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag Black\", \"asin\": \"B08BHR3XQK\", \"price\": \"$34.99\"},\n {\"title\": \"Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Classy Computer Briefcase for Work Waterproof Handbag Professional Shoulder Bag Women Business Office Bag Large Capacity Black\", \"asin\": \"B08JBRDFKY\", \"price\": \"$34.86\"},\n {\"title\": \"RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Black\", \"asin\": \"B0BZ8KFRFM\", \"price\": \"$31.37\"},\n {\"title\": \"RAINSMORE Laptop Bag for Women 15.6 Inch PU Tote Bag Business Office Work Bag Waterproof Briefcase Computer Tote Lightweight Handbag Shoulder, Black\", \"asin\": \"B0B7N9SPJY\", \"price\": \"$29.98\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black\", \"asin\": \"B0DK2RZYQL\", \"price\": \"$27.68\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black\", \"asin\": \"B0CH883S46\", \"price\": \"$34.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T04:26:39.268Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B3MFWRW7\"\n},\n {\n \"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue\"\n},\n {\n \"price\": \"$41.99\"\n},\n {\n \"bullet_list\": \"Internal Dimensions: 17.72 x 12 x 4.53 inches (L x W x H); External Dimensions: 18.11 x 12.6 x 4.53 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 18.11 x 12.4 inch, the inner zipper compartment dimension: 16.93 x 10.24 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with Dell XPS 17; Compatible with HP Pavilion laptop 17.3 HD+ Touchscreen 2021, compatible with HP Probook 470 G5 17.3 HD Business laptop 2019, compatible with HP 17.3 HD+ Premium laptop 2019, compatible with HP Envy/OMEN 17, compatible with HP 17.3 Business Flagship laptop 2017; Compatible with Lenovo IdeaPad 3 17 inch 2020; Compatible with Acer Aspire 5 17.3 inch; Compatible with Alienware m17 R4 17.3 gaming laptop; Compatible with Asus VivoBook Pro 17; Compatible with LG gram 17.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"13.3 inch\"\n},\n {\n \"Color\": \"Peacock Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black\", \"asin\": \"B07GP42D8F\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown\", \"asin\": \"B085Q6XMQC\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black\", \"asin\": \"B07GP42D8F\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag\", \"asin\": \"B0BBD2XGYQ\", \"price\": \"$99.00\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag\", \"asin\": \"B0CH87X9CB\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CZ6PK42S\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments\", \"asin\": \"B07WNPGGN8\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel\", \"asin\": \"B0DHXNPP7P\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag\", \"asin\": \"B0CT7SDV2L\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue\", \"asin\": \"B0B3MFWRW7\", \"price\": \"$41.99\"},\n {\"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen\", \"asin\": \"B08R3NGXMC\", \"price\": \"$34.99\"},\n {\"title\": \"MATEIN 17.3 Inch Laptop Briefcase, Extra Large Convertible Briefcase Backpack for Women, Waterproof Laptop Bag for Work, 3 in 1 Shoulder Bag Computer Messenger Bag Gift for Business Office Lady, Black\", \"asin\": \"B0BGX5BGGT\", \"price\": \"$35.99\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\"},\n {\"title\": \"RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Purple\", \"asin\": \"B0CBR75Q6W\", \"price\": \"$36.99\"},\n {\"title\": \"Laptop Tote Bag for Women 17 Inch, Large Teacher Tote Bag Office Work Bag Business Briefcase with Compartment and USB and Shoulder Straps Nylon Waterproof Computer Handbag Satchel\", \"asin\": \"B088GSCZMD\", \"price\": \"$26.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T04:27:14.950Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-01T04:27:14.950Z
|
click
|
product_option
|
rule
|
2025-05-01T04:27:14.950Z
|
train
| 637 |
2025-05-01T04:27:14.950Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T04:26:39.268Z", "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": ""
}
],
"product_details": [
{
"asin": "B0B3MFWRW7"
},
{
"title": "MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue"
},
{
"price": "$41.99"
},
{
"bullet_list": "Internal Dimensions: 17.72 x 12 x 4.53 inches (L x W x H); External Dimensions: 18.11 x 12.6 x 4.53 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 18.11 x 12.4 inch, the inner zipper compartment dimension: 16.93 x 10.24 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with Dell XPS 17; Compatible with HP Pavilion laptop 17.3 HD+ Touchscreen 2021, compatible with HP Probook 470 G5 17.3 HD Business laptop 2019, compatible with HP 17.3 HD+ Premium laptop 2019, compatible with HP Envy/OMEN 17, compatible with HP 17.3 Business Flagship laptop 2017; Compatible with Lenovo IdeaPad 3 17 inch 2020; Compatible with Acer Aspire 5 17.3 inch; Compatible with Alienware m17 R4 17.3 gaming laptop; Compatible with Asus VivoBook Pro 17; Compatible with LG gram 17."
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1 "
}
],
"product_options": [
{
"Size": "13.3 inch"
},
{
"Color": "Peacock Blue"
}
],
"promotion_items": [
{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black", "asin": "B07GP42D8F", "price": "$39.99", "quantity": ""},
{"title": "Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown", "asin": "B085Q6XMQC", "price": "$33.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black", "asin": "B07GP42D8F", "price": "$39.99", "quantity": ""},
{"title": "Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag", "asin": "B0BBD2XGYQ", "price": "$99.00", "quantity": ""},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag", "asin": "B0CH87X9CB", "price": "$35.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CZ6PK42S", "price": "$49.99", "quantity": ""},
{"title": "ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments", "asin": "B07WNPGGN8", "price": "$50.99", "quantity": ""},
{"title": "KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel", "asin": "B0DHXNPP7P", "price": "$29.99", "quantity": ""},
{"title": "FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag", "asin": "B0CT7SDV2L", "price": "$59.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""}
],
"comparison_items": [
{"title": "MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue", "asin": "B0B3MFWRW7", "price": "$41.99"},
{"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen", "asin": "B08R3NGXMC", "price": "$34.99"},
{"title": "MATEIN 17.3 Inch Laptop Briefcase, Extra Large Convertible Briefcase Backpack for Women, Waterproof Laptop Bag for Work, 3 in 1 Shoulder Bag Computer Messenger Bag Gift for Business Office Lady, Black", "asin": "B0BGX5BGGT", "price": "$35.99"},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69"},
{"title": "RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Purple", "asin": "B0CBR75Q6W", "price": "$36.99"},
{"title": "Laptop Tote Bag for Women 17 Inch, Large Teacher Tote Bag Office Work Bag Business Briefcase with Compartment and USB and Shoulder Straps Nylon Waterproof Computer Handbag Satchel", "asin": "B088GSCZMD", "price": "$26.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-01T04:27:14.950Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 637,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B3MFWRW7\"\n},\n {\n \"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue\"\n},\n {\n \"price\": \"$41.99\"\n},\n {\n \"bullet_list\": \"Internal Dimensions: 17.72 x 12 x 4.53 inches (L x W x H); External Dimensions: 18.11 x 12.6 x 4.53 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 18.11 x 12.4 inch, the inner zipper compartment dimension: 16.93 x 10.24 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with Dell XPS 17; Compatible with HP Pavilion laptop 17.3 HD+ Touchscreen 2021, compatible with HP Probook 470 G5 17.3 HD Business laptop 2019, compatible with HP 17.3 HD+ Premium laptop 2019, compatible with HP Envy/OMEN 17, compatible with HP 17.3 Business Flagship laptop 2017; Compatible with Lenovo IdeaPad 3 17 inch 2020; Compatible with Acer Aspire 5 17.3 inch; Compatible with Alienware m17 R4 17.3 gaming laptop; Compatible with Asus VivoBook Pro 17; Compatible with LG gram 17.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"13.3 inch\"\n},\n {\n \"Color\": \"Peacock Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black\", \"asin\": \"B07GP42D8F\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Tote Bag for Women 15.6 Inch Waterproof Leather Computer Bags Women Business Office Work Bag Briefcase Brown\", \"asin\": \"B085Q6XMQC\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black\", \"asin\": \"B07GP42D8F\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Blofinche Laptop Messenger shoulder bag: Genuine Leather work Briefcase 13.3 15.6 inch designer handbag\", \"asin\": \"B0BBD2XGYQ\", \"price\": \"$99.00\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Office Work Bag Briefcase fit for 15.6 inch Laptop, Large Capacity Teacher Bag Handbag\", \"asin\": \"B0CH87X9CB\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CZ6PK42S\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments\", \"asin\": \"B07WNPGGN8\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel\", \"asin\": \"B0DHXNPP7P\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag\", \"asin\": \"B0CT7SDV2L\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (17-17.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Peacock Blue\", \"asin\": \"B0B3MFWRW7\", \"price\": \"$41.99\"},\n {\"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen\", \"asin\": \"B08R3NGXMC\", \"price\": \"$34.99\"},\n {\"title\": \"MATEIN 17.3 Inch Laptop Briefcase, Extra Large Convertible Briefcase Backpack for Women, Waterproof Laptop Bag for Work, 3 in 1 Shoulder Bag Computer Messenger Bag Gift for Business Office Lady, Black\", \"asin\": \"B0BGX5BGGT\", \"price\": \"$35.99\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\"},\n {\"title\": \"RAINSMORE Laptop Bag for Women 15.6 Inch Laptop Tote Bag Leather Work Bag Waterproof Womens Briefcase Business Office Computer Tote Bag Large Capacity Handbag Shoulder Bag Purple\", \"asin\": \"B0CBR75Q6W\", \"price\": \"$36.99\"},\n {\"title\": \"Laptop Tote Bag for Women 17 Inch, Large Teacher Tote Bag Office Work Bag Business Briefcase with Compartment and USB and Shoulder Straps Nylon Waterproof Computer Handbag Satchel\", \"asin\": \"B088GSCZMD\", \"price\": \"$26.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T04:27:14.950Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B07QXBXJDL\"\n},\n {\n \"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray\"\n},\n {\n \"price\": \"$32.99\"\n},\n {\n \"bullet_list\": \"Internal Dimensions: 13.39 x 9.84 x 3.76 inches (L x W x H); External Dimensions: 13.78 x 10.24 x 3.76 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 13.39 x 10 inch, the inner zipper compartment dimension: 12.6 x 8.27 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with MacBook Pro 14 inch 2025-2021 M4 A3112 A3185 A3401 M3 A2918 A2992 M2 A2779 M1 A2442 Pro Max with Touch ID, compatible with MacBook Air 13 inch A1369 A1466 2010-2017, compatible with MacBook Pro 13 inch A1425 A1502 A1278 2008-2015; Compatible with Surface Book 3/2/1 13.5, compatible with Surface Laptop 4/3/2/1 13.5; Compatible with Dell Latitude 14; Compatible with HP Elitebook 13.3/Spectre X360 13.3/Envy 13/Stream 13/Stream 14/Pavilion 14; compatible with Lenovo IdeaPad 13/14.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"13.3 inch\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"15 15.6 16 17 17.3 inch Laptop Computer PC Shoulder Bag Carrying Case, Water-Repell...\", \"asin\": \"B0BWR785F8\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse\", \"asin\": \"B0DGPRSKGB\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"tomtoc 360 Protective Laptop Shoulder Bag for 13-inch 2025 MacBook Air M4/A3240, M3/A3113, M2/A2681, M1/A2337, MacBook Pro M2/A2686 M1/A2338, Water-Resistant Laptop Accessory Carrying Case Sleeve\", \"asin\": \"B0BQ6YGCJB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse\", \"asin\": \"B0DGPRSKGB\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"JETech Laptop Bag Case, Waterproof Slim Computer Sleeve Cover Compatible with MacBook Air/Pro, Surface Book and Other laptops\", \"asin\": \"B0CZ9CF4PW\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black\", \"asin\": \"B07GP42D8F\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CZ6PK42S\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments\", \"asin\": \"B07WNPGGN8\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel\", \"asin\": \"B0DHXNPP7P\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag\", \"asin\": \"B0CT7SDV2L\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray\", \"asin\": \"B07QXBXJDL\", \"price\": \"$32.99\"},\n {\"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen\", \"asin\": \"B08R3NGXMC\", \"price\": \"$34.99\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Vintage Leather Work Bag With Cup Holder, Waterproof Computer Purse, Professional Briefcase Office Shoulder Handbag, 15.6 Inch, Brown\", \"asin\": \"B0D9GVV8BB\", \"price\": \"$35.74\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black\", \"asin\": \"B0DK2RZYQL\", \"price\": \"$27.68\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 13-14 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 13.3 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Black\", \"asin\": \"B0D6YJRS4J\", \"price\": \"$39.99\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black\", \"asin\": \"B0CH883S46\", \"price\": \"$34.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T04:27:29.676Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-01T04:27:29.676Z
|
click
|
product_option
|
rule
|
2025-05-01T04:27:29.676Z
|
train
| 638 |
2025-05-01T04:27:29.676Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "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": ""
}
],
"product_details": [
{
"asin": "B07QXBXJDL"
},
{
"title": "MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray"
},
{
"price": "$32.99"
},
{
"bullet_list": "Internal Dimensions: 13.39 x 9.84 x 3.76 inches (L x W x H); External Dimensions: 13.78 x 10.24 x 3.76 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 13.39 x 10 inch, the inner zipper compartment dimension: 12.6 x 8.27 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with MacBook Pro 14 inch 2025-2021 M4 A3112 A3185 A3401 M3 A2918 A2992 M2 A2779 M1 A2442 Pro Max with Touch ID, compatible with MacBook Air 13 inch A1369 A1466 2010-2017, compatible with MacBook Pro 13 inch A1425 A1502 A1278 2008-2015; Compatible with Surface Book 3/2/1 13.5, compatible with Surface Laptop 4/3/2/1 13.5; Compatible with Dell Latitude 14; Compatible with HP Elitebook 13.3/Spectre X360 13.3/Envy 13/Stream 13/Stream 14/Pavilion 14; compatible with Lenovo IdeaPad 13/14."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "13.3 inch"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "15 15.6 16 17 17.3 inch Laptop Computer PC Shoulder Bag Carrying Case, Water-Repell...", "asin": "B0BWR785F8", "price": "$23.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse", "asin": "B0DGPRSKGB", "price": "$35.98", "quantity": ""},
{"title": "tomtoc 360 Protective Laptop Shoulder Bag for 13-inch 2025 MacBook Air M4/A3240, M3/A3113, M2/A2681, M1/A2337, MacBook Pro M2/A2686 M1/A2338, Water-Resistant Laptop Accessory Carrying Case Sleeve", "asin": "B0BQ6YGCJB", "price": "$36.89", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse", "asin": "B0DGPRSKGB", "price": "$35.98", "quantity": ""},
{"title": "JETech Laptop Bag Case, Waterproof Slim Computer Sleeve Cover Compatible with MacBook Air/Pro, Surface Book and Other laptops", "asin": "B0CZ9CF4PW", "price": "$26.99", "quantity": ""},
{"title": "Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black", "asin": "B07GP42D8F", "price": "$39.99", "quantity": ""},
{"title": "KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)", "asin": "B09XJVFX7F", "price": "$31.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)", "asin": "B0CG9FZX57", "price": "$37.99", "quantity": ""},
{"title": "Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase", "asin": "B0CZ6PK42S", "price": "$49.99", "quantity": ""},
{"title": "ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments", "asin": "B07WNPGGN8", "price": "$50.99", "quantity": ""},
{"title": "KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel", "asin": "B0DHXNPP7P", "price": "$29.99", "quantity": ""},
{"title": "FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag", "asin": "B0CT7SDV2L", "price": "$59.99", "quantity": ""},
{"title": "Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black", "asin": "B07XSF7TF3", "price": "$28.69", "quantity": ""},
{"title": "MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green", "asin": "B0D6YK26BK", "price": "$45.99", "quantity": ""},
{"title": "LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag", "asin": "B0BYS7VHMN", "price": "$39.99", "quantity": ""}
],
"comparison_items": [
{"title": "MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray", "asin": "B07QXBXJDL", "price": "$32.99"},
{"title": "Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen", "asin": "B08R3NGXMC", "price": "$34.99"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Vintage Leather Work Bag With Cup Holder, Waterproof Computer Purse, Professional Briefcase Office Shoulder Handbag, 15.6 Inch, Brown", "asin": "B0D9GVV8BB", "price": "$35.74"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black", "asin": "B0DK2RZYQL", "price": "$27.68"},
{"title": "MOSISO Laptop Bag for Women, 13-14 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 13.3 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Black", "asin": "B0D6YJRS4J", "price": "$39.99"},
{"title": "LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black", "asin": "B0CH883S46", "price": "$34.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-01T04:27:29.676Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 638,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B07QXBXJDL\"\n},\n {\n \"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray\"\n},\n {\n \"price\": \"$32.99\"\n},\n {\n \"bullet_list\": \"Internal Dimensions: 13.39 x 9.84 x 3.76 inches (L x W x H); External Dimensions: 13.78 x 10.24 x 3.76 inches (L x W x H). The adjustable vertical top handle height: 11.02-12.99 inch. The inner computer compartment dimension: 13.39 x 10 inch, the inner zipper compartment dimension: 12.6 x 8.27 inch. Made of PU leather material, stylish and fashion. Effectively protect your computer from accidental bumps, impacts and scratches. Roomy enough with 3 compartments and 3 pockets for all your daily stuff, keep your items well organized. With a removable adjustable shoulder strap varied from 31.5 inch to maximum 55.9 inch, it can be used as a crossbody bag as well. Top handle zipper closure, prevent your laptop fall out, the exterior pocket to keep your mobile phone and keys easy and fast access. This attractive fashionable laptop tote bag is ideal for daily use at shopping, office, business, work, weekend, outdoor activities, travel, gyms, camp, etc. Nice size admirably suits womens and adults. Compatible with MacBook Pro 14 inch 2025-2021 M4 A3112 A3185 A3401 M3 A2918 A2992 M2 A2779 M1 A2442 Pro Max with Touch ID, compatible with MacBook Air 13 inch A1369 A1466 2010-2017, compatible with MacBook Pro 13 inch A1425 A1502 A1278 2008-2015; Compatible with Surface Book 3/2/1 13.5, compatible with Surface Laptop 4/3/2/1 13.5; Compatible with Dell Latitude 14; Compatible with HP Elitebook 13.3/Spectre X360 13.3/Envy 13/Stream 13/Stream 14/Pavilion 14; compatible with Lenovo IdeaPad 13/14.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"13.3 inch\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"15 15.6 16 17 17.3 inch Laptop Computer PC Shoulder Bag Carrying Case, Water-Repell...\", \"asin\": \"B0BWR785F8\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse\", \"asin\": \"B0DGPRSKGB\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"tomtoc 360 Protective Laptop Shoulder Bag for 13-inch 2025 MacBook Air M4/A3240, M3/A3113, M2/A2681, M1/A2337, MacBook Pro M2/A2686 M1/A2338, Water-Resistant Laptop Accessory Carrying Case Sleeve\", \"asin\": \"B0BQ6YGCJB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 Inch Work Tote, Business Computer Briefcase, Waterproof PU Leather Tote Bag for Teacher, Office Shoulder Tote Purse\", \"asin\": \"B0DGPRSKGB\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"JETech Laptop Bag Case, Waterproof Slim Computer Sleeve Cover Compatible with MacBook Air/Pro, Surface Book and Other laptops\", \"asin\": \"B0CZ9CF4PW\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Large Office Handbags Briefcase Fits Up to 15.6 inch (Updated Version)-Black\", \"asin\": \"B07GP42D8F\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"KROSER Laptop Tote Bag 15.6 Inch with USB Port, Large Work Tote Bag Computer Shoulder Bag for Women, Laptop Case for Office Business Travel(Quilted)\", \"asin\": \"B09XJVFX7F\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women 15.6 inch Lightweight PU Laptop Tote Bag, Large Capacity Computer bag with Clutch Purse for Business, Work, Office, Travel, School,Casual(Black & Leather)\", \"asin\": \"B0CG9FZX57\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Work Tote Bags for Women 15.6 Inch - Laptop Tote Bag with Zip Compartments - Large PU Leather Office Purse Computer Briefcase\", \"asin\": \"B0CZ6PK42S\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"ECOSUSI Laptop Bag For Women 15.6 Inch Work Tote Bags PU Leather Computer Purse For Business Office With 3 Layer Compartments\", \"asin\": \"B07WNPGGN8\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"KEBEIXUAN Laptop Bag for Women Computer and Tablet Shoulder Bag Work Tote Bags With Zipper Handbags for Teachers Gift Travel\", \"asin\": \"B0DHXNPP7P\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"FADEON Large Laptop Tote Bag for Women Designer Leather Laptop Bag Fashion Travel Backpack Purse Shoulder Handbag\", \"asin\": \"B0CT7SDV2L\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Laptop Bag for Women Waterproof Lightweight Leather 15.6 Inch Computer Tote Bag Business Office Briefcase Large Capacity Handbag Shoulder Bag Professional Office Work Bag Black\", \"asin\": \"B07XSF7TF3\", \"price\": \"$28.69\", \"quantity\": \"\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 15-15.6 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 16 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Sage Green\", \"asin\": \"B0D6YK26BK\", \"price\": \"$45.99\", \"quantity\": \"\"},\n {\"title\": \"LOVEVOOK Laptop Bag for Women, 15.6 inch Laptop Tote Bag Vintage Work Bags for Women Computer Bag Office Briefcase Handbag\", \"asin\": \"B0BYS7VHMN\", \"price\": \"$39.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"MOSISO PU Leather Laptop Tote Bag for Women (13-13.3 inch), Waterproof Large Capacity Business Work Briefcase Shoulder Laptop Bag, Gray\", \"asin\": \"B07QXBXJDL\", \"price\": \"$32.99\"},\n {\"title\": \"Laptop Bag for Women Leather Work Tote 15.6 Inch Laptop for Computer Bag Waterproof Business Office Professional Large Capacity Handbag Shoulder Bag DeepGreen\", \"asin\": \"B08R3NGXMC\", \"price\": \"$34.99\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Vintage Leather Work Bag With Cup Holder, Waterproof Computer Purse, Professional Briefcase Office Shoulder Handbag, 15.6 Inch, Brown\", \"asin\": \"B0D9GVV8BB\", \"price\": \"$35.74\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Work Bags Laptop Bag Teacher Tote Bag, Leather Computer Bag Large Purses Handbag Professional Briefcase, Black, Fits 15.6 Inch Laptop, Black\", \"asin\": \"B0DK2RZYQL\", \"price\": \"$27.68\"},\n {\"title\": \"MOSISO Laptop Bag for Women, 13-14 inch PU Leather Laptop Shoulder Bag Convertible Backpack, 13.3 inch Messenger Bag Casual Handbag Work Briefcase Travel Computer Bag with Bowknot, Black\", \"asin\": \"B0D6YJRS4J\", \"price\": \"$39.99\"},\n {\"title\": \"LOVEVOOK Laptop Tote Bag for Women, Leather Business Office Work Bag Computer Briefcase with Small Clutch fit for 15.6 Inch Laptop Black\", \"asin\": \"B0CH883S46\", \"price\": \"$34.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T04:27:29.676Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:16:17.669Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:16:17.669Z
|
click
|
product_option
|
rule
|
2025-05-02T03:16:17.669Z
|
train
| 639 |
2025-05-02T03:16:17.669Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:16:17.669Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 639,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:16:17.669Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:16:35.546Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:16:35.546Z
|
click
|
review
|
rule
|
2025-05-02T03:16:35.546Z
|
train
| 640 |
2025-05-02T03:16:35.546Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:16:35.546Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 640,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:16:35.546Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:16:55.698Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:16:55.698Z
|
click
|
product_option
|
rule
|
2025-05-02T03:16:55.698Z
|
train
| 641 |
2025-05-02T03:16:55.698Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:16:55.698Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 641,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:16:55.698Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:00.558Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:17:00.558Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:00.558Z
|
train
| 642 |
2025-05-02T03:17:00.558Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"price": "$60.00"
},
{
"bullet_list": "LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style."
},
{
"asin": "B0DJ1J7DDN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$28.99", "quantity": ""},
{"title": "Reebok womens Princess Sneaker, Black, 8 US", "asin": "B000AP0T92", "price": "$46.04", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""},
{"title": "STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5", "asin": "B0BX9MKJKB", "price": "$36.89", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5", "asin": "B0BK99H72G", "price": "$25.99", "quantity": ""},
{"title": "Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5", "asin": "B0DRTDLTPL", "price": "$35.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Reebok Women's Princess Sneaker, US-White, 5.5", "asin": "B000AP4EFW", "price": "$35.78", "quantity": ""},
{"title": "LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)", "asin": "B0D7ZSTWQZ", "price": "$34.99", "quantity": ""},
{"title": "FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)", "asin": "B0CP5PDP6H", "price": "$21.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:17:00.558Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 642,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"price\": \"$60.00\"\n},\n {\n \"bullet_list\": \"LAID-BACK LOW-TOP: With an easygoing, streamlined vibe that doesn't skip out on fashion, the Women's Filmore Decon sneakers keep you looking fresh and feeling comfortable wherever you go, from weekend kickbacks to big days in the city. DECONSTRUCTED DESIGN: Featuring slimmed-down deconstructed canvas uppers, accented by the sleek Vans Sidestripe, these casual shoes for women deliver a minimalist look that matches any outfit. EVERYDAY COMFORT: Made with lightweight canvas and a blucher open lacing system, these sneakers provide a flexible, roomy fit that moves with you \\u2013 plus Vans' signature rubber waffle outsole for superior grip and mobility. BUILT TO LAST: With a secure lace-up closure, vulcanized construction, and high-quality materials, these kicks are durable for everyday wear \\u2013 whether you're at the office, walking downtown with friends, or anywhere in between. HERITAGE MEETS MODERN STYLE: Vans has been setting trends since 1966, bringing creativity and individuality to every step. The Filmore Decon continues that legacy, delivering a low-top look that never goes out of style.\"\n},\n {\n \"asin\": \"B0DJ1J7DDN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok womens Princess Sneaker, Black, 8 US\", \"asin\": \"B000AP0T92\", \"price\": \"$46.04\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"STQ Womens Canvas Shoes Cute Casual Sneakers Low Top Fashion Comfortable for Walking Beige Size 8.5\", \"asin\": \"B0BX9MKJKB\", \"price\": \"$36.89\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Women Canvas Sneaker Slip On Non Slip Casual Shoes Lace Up Canvas Low Top White Shoes Loafers for Women Fashion White Sneaker Shoes(White,US5.5\", \"asin\": \"B0BK99H72G\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Riyibcxr Womens Classic Fasion Tennis Sneakers Comfortable Causual Walking Shoes Women's Trendy Skate Shoes,Beige,8.5\", \"asin\": \"B0DRTDLTPL\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Women's Princess Sneaker, US-White, 5.5\", \"asin\": \"B000AP4EFW\", \"price\": \"$35.78\", \"quantity\": \"\"},\n {\"title\": \"LUCKY STEP Women Fashion Sparkle Rhinestone Sneakers White Leather Low Top Tennis Shoes Lace Up Casual Comfortable Walking Shoe(Green/White,10)\", \"asin\": \"B0D7ZSTWQZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Womens White Canvas Sneakers Low Top Canvas Shoes for Men Fashion Unisex Sneakers(White,US8.5)\", \"asin\": \"B0CP5PDP6H\", \"price\": \"$21.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:00.558Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:02.966Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:17:02.966Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:02.966Z
|
train
| 643 |
2025-05-02T03:17:02.966Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:17:02.966Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 643,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:02.966Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:06.412Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:17:06.412Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:06.412Z
|
train
| 644 |
2025-05-02T03:17:06.412Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:17:06.412Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 644,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:06.412Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:09.331Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:17:09.331Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:09.331Z
|
train
| 645 |
2025-05-02T03:17:09.331Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:17:09.331Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 645,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:09.331Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:10.646Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:17:10.646Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:10.646Z
|
train
| 646 |
2025-05-02T03:17:10.646Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:17:10.646Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 646,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:10.646Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:13.259Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:17:13.259Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:13.259Z
|
train
| 647 |
2025-05-02T03:17:13.259Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:17:13.259Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 647,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:13.259Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:14.467Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:17:14.467Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:14.467Z
|
train
| 648 |
2025-05-02T03:17:14.467Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:17:14.467Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 648,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:14.467Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:16.124Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:17:16.124Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:16.124Z
|
train
| 649 |
2025-05-02T03:17:16.124Z
|
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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:17:16.124Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 649,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:16.124Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:17.459Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:17:17.459Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:17.459Z
|
train
| 650 |
2025-05-02T03:17:17.459Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:17:17.459Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 650,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:17.459Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:19.810Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:17:19.810Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:19.810Z
|
train
| 651 |
2025-05-02T03:17:19.810Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:17:19.810Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 651,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:19.810Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:30.303Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:17:30.303Z
|
click
|
product_option
|
rule
|
2025-05-02T03:17:30.303Z
|
train
| 652 |
2025-05-02T03:17:30.303Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:17:30.303Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 652,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:17:30.303Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:30:28.162Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:30:28.162Z
|
click
|
product_option
|
rule
|
2025-05-02T03:30:28.162Z
|
train
| 653 |
2025-05-02T03:30:28.162Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:30:28.162Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 653,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:30:28.162Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work\"\n},\n {\n \"price\": \"$24.99\"\n},\n {\n \"bullet_list\": \"1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort.\"\n},\n {\n \"asin\": \"B0C6JN7JWJ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats, Wide Toe Box Knit Arch Support Flats for Women, Comfortable Slip On Dressy Travel Work Shoes,Size 9,Black,DWUMFA2509\", \"asin\": \"B0DK4L6RRB\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Ballet Flat Dressy Casual Knit Shoes Round Toe Women Mesh Flats Black\", \"asin\": \"B0981Y9LFZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Dress Pointed Toe Flats Ballet Comfort Soft Slip On Casual Flat Shoes for Work Office Business,Size 6.5,Black/Pu\", \"asin\": \"B085H7XYF9\", \"price\": \"$26.98\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Reimferce Flats for Women Ballets Shoes: Black 7.5 Comfortable Knitted Dressy Work Flats - Ladies Wedding Flat Casual Shoes\", \"asin\": \"B0DRD5NX67\", \"price\": \"$17.37\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Pointed Toe Flats for Women Dressy Bronze Work Shoes Business Casul Knit Ballet Flats Slip on Office Ladies Comforttable Dress\", \"asin\": \"B0D5YK2WWY\", \"price\": \"$29.69\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Womens Textile Flat Shoes Round Toe Slip on Shoes Fabric Dress Black Ballet Flats(Black,US06)\", \"asin\": \"B087FXLGCK\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)\", \"asin\": \"B09Z7L5WZB\", \"price\": \"$23.74\", \"quantity\": \"\"},\n {\"title\": \"Tanamo Women's Flat Ballet Shoes Knit Flat Shoes for Women Round Toe Slip on Women Flats for Dressy Casual Office Work Wedding Comfort Soft Classic Black\", \"asin\": \"B0CRSYH6RC\", \"price\": \"$32.98\", \"quantity\": \"\"},\n {\"title\": \"Reimferce Flats for Women Ballets Shoes: Black 8 Comfortable Knitted Dressy Work Flats - Ladies Wedding Flat Casual Shoes\", \"asin\": \"B0DRD8PB6M\", \"price\": \"$25.46\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Ballet Flat Dressy Casual Knit Shoes Round Toe Women Mesh Flats Black\", \"asin\": \"B0981Y9LFZ\", \"price\": \"$39.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:30:51.566Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:30:51.566Z
|
click
|
product_option
|
rule
|
2025-05-02T03:30:51.566Z
|
train
| 654 |
2025-05-02T03:30:51.566Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work"
},
{
"price": "$24.99"
},
{
"bullet_list": "1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort."
},
{
"asin": "B0C6JN7JWJ"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Ballet Flats, Wide Toe Box Knit Arch Support Flats for Women, Comfortable Slip On Dressy Travel Work Shoes,Size 9,Black,DWUMFA2509", "asin": "B0DK4L6RRB", "price": "$29.99", "quantity": ""},
{"title": "Women's Ballet Flat Dressy Casual Knit Shoes Round Toe Women Mesh Flats Black", "asin": "B0981Y9LFZ", "price": "$39.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Dress Pointed Toe Flats Ballet Comfort Soft Slip On Casual Flat Shoes for Work Office Business,Size 6.5,Black/Pu", "asin": "B085H7XYF9", "price": "$26.98", "quantity": ""},
{"title": "DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503", "asin": "B0DP2TVVQS", "price": "$40.99", "quantity": ""},
{"title": "Reimferce Flats for Women Ballets Shoes: Black 7.5 Comfortable Knitted Dressy Work Flats - Ladies Wedding Flat Casual Shoes", "asin": "B0DRD5NX67", "price": "$17.37", "quantity": ""},
{"title": "ATHMILE Pointed Toe Flats for Women Dressy Bronze Work Shoes Business Casul Knit Ballet Flats Slip on Office Ladies Comforttable Dress", "asin": "B0D5YK2WWY", "price": "$29.69", "quantity": ""},
{"title": "Obtaom Womens Textile Flat Shoes Round Toe Slip on Shoes Fabric Dress Black Ballet Flats(Black,US06)", "asin": "B087FXLGCK", "price": "$20.99", "quantity": ""},
{"title": "Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)", "asin": "B09Z7L5WZB", "price": "$23.74", "quantity": ""},
{"title": "Tanamo Women's Flat Ballet Shoes Knit Flat Shoes for Women Round Toe Slip on Women Flats for Dressy Casual Office Work Wedding Comfort Soft Classic Black", "asin": "B0CRSYH6RC", "price": "$32.98", "quantity": ""},
{"title": "Reimferce Flats for Women Ballets Shoes: Black 8 Comfortable Knitted Dressy Work Flats - Ladies Wedding Flat Casual Shoes", "asin": "B0DRD8PB6M", "price": "$25.46", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503", "asin": "B0DP2TVVQS", "price": "$40.99", "quantity": ""},
{"title": "Women's Ballet Flat Dressy Casual Knit Shoes Round Toe Women Mesh Flats Black", "asin": "B0981Y9LFZ", "price": "$39.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:30:51.566Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 654,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work\"\n},\n {\n \"price\": \"$24.99\"\n},\n {\n \"bullet_list\": \"1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort.\"\n},\n {\n \"asin\": \"B0C6JN7JWJ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats, Wide Toe Box Knit Arch Support Flats for Women, Comfortable Slip On Dressy Travel Work Shoes,Size 9,Black,DWUMFA2509\", \"asin\": \"B0DK4L6RRB\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Ballet Flat Dressy Casual Knit Shoes Round Toe Women Mesh Flats Black\", \"asin\": \"B0981Y9LFZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Dress Pointed Toe Flats Ballet Comfort Soft Slip On Casual Flat Shoes for Work Office Business,Size 6.5,Black/Pu\", \"asin\": \"B085H7XYF9\", \"price\": \"$26.98\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Reimferce Flats for Women Ballets Shoes: Black 7.5 Comfortable Knitted Dressy Work Flats - Ladies Wedding Flat Casual Shoes\", \"asin\": \"B0DRD5NX67\", \"price\": \"$17.37\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Pointed Toe Flats for Women Dressy Bronze Work Shoes Business Casul Knit Ballet Flats Slip on Office Ladies Comforttable Dress\", \"asin\": \"B0D5YK2WWY\", \"price\": \"$29.69\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Womens Textile Flat Shoes Round Toe Slip on Shoes Fabric Dress Black Ballet Flats(Black,US06)\", \"asin\": \"B087FXLGCK\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)\", \"asin\": \"B09Z7L5WZB\", \"price\": \"$23.74\", \"quantity\": \"\"},\n {\"title\": \"Tanamo Women's Flat Ballet Shoes Knit Flat Shoes for Women Round Toe Slip on Women Flats for Dressy Casual Office Work Wedding Comfort Soft Classic Black\", \"asin\": \"B0CRSYH6RC\", \"price\": \"$32.98\", \"quantity\": \"\"},\n {\"title\": \"Reimferce Flats for Women Ballets Shoes: Black 8 Comfortable Knitted Dressy Work Flats - Ladies Wedding Flat Casual Shoes\", \"asin\": \"B0DRD8PB6M\", \"price\": \"$25.46\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$40.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Ballet Flat Dressy Casual Knit Shoes Round Toe Women Mesh Flats Black\", \"asin\": \"B0981Y9LFZ\", \"price\": \"$39.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:30:51.566Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work\"\n},\n {\n \"price\": \"$23.74\"\n},\n {\n \"bullet_list\": \"1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort.\"\n},\n {\n \"asin\": \"B0C6JLBFVJ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Pu Ballerina Walking Flats Shoes - 6.5 M US\", \"asin\": \"B01N6EPU04\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)\", \"asin\": \"B09Z7L5WZB\", \"price\": \"$22.49\", \"quantity\": \"\"},\n {\"title\": \"Shupua Women's Flats Black Flats Shoes Pointed Toe Ballet Flats Comfortable Bow Girls Flats Dressy(Black.us5)\", \"asin\": \"B099MVMTHD\", \"price\": \"$22.07\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Nubuck Ballerina Walking Flats Shoes - 12 M US\", \"asin\": \"B01N6EPSFQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Black.us8)\", \"asin\": \"B0DT1B96WB\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women\\u2019s Black Flats Shoes Comfortable Suede Pointed Toe Slip On Casual Ballet Flats Dress Shoes Nude Flats(Black, US7)\", \"asin\": \"B08R17ZPCJ\", \"price\": \"$22.15\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:31:03.409Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:31:03.409Z
|
click
|
review
|
rule
|
2025-05-02T03:31:03.409Z
|
train
| 655 |
2025-05-02T03:31:03.409Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work"
},
{
"price": "$23.74"
},
{
"bullet_list": "1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort."
},
{
"asin": "B0C6JLBFVJ"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes", "asin": "B08F1YK9BC", "price": "$29.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503", "asin": "B0DP2TVVQS", "price": "$41.99", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Sole-Simple Black Pu Ballerina Walking Flats Shoes - 6.5 M US", "asin": "B01N6EPU04", "price": "$26.99", "quantity": ""},
{"title": "Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)", "asin": "B09Z7L5WZB", "price": "$22.49", "quantity": ""},
{"title": "Shupua Women's Flats Black Flats Shoes Pointed Toe Ballet Flats Comfortable Bow Girls Flats Dressy(Black.us5)", "asin": "B099MVMTHD", "price": "$22.07", "quantity": ""},
{"title": "Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)", "asin": "B09P1JH8MY", "price": "$20.88", "quantity": ""},
{"title": "DREAM PAIRS Women's Sole-Simple Black Nubuck Ballerina Walking Flats Shoes - 12 M US", "asin": "B01N6EPSFQ", "price": "$26.99", "quantity": ""},
{"title": "Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Black.us8)", "asin": "B0DT1B96WB", "price": "$25.99", "quantity": ""},
{"title": "HEAWISH Women\u2019s Black Flats Shoes Comfortable Suede Pointed Toe Slip On Casual Ballet Flats Dress Shoes Nude Flats(Black, US7)", "asin": "B08R17ZPCJ", "price": "$22.15", "quantity": ""},
{"title": "Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)", "asin": "B09P1JH8MY", "price": "$20.88", "quantity": ""},
{"title": "MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes", "asin": "B08F1YK9BC", "price": "$29.99", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503", "asin": "B0DP2TVVQS", "price": "$41.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:31:03.409Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 655,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work\"\n},\n {\n \"price\": \"$23.74\"\n},\n {\n \"bullet_list\": \"1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort.\"\n},\n {\n \"asin\": \"B0C6JLBFVJ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Pu Ballerina Walking Flats Shoes - 6.5 M US\", \"asin\": \"B01N6EPU04\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)\", \"asin\": \"B09Z7L5WZB\", \"price\": \"$22.49\", \"quantity\": \"\"},\n {\"title\": \"Shupua Women's Flats Black Flats Shoes Pointed Toe Ballet Flats Comfortable Bow Girls Flats Dressy(Black.us5)\", \"asin\": \"B099MVMTHD\", \"price\": \"$22.07\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Nubuck Ballerina Walking Flats Shoes - 12 M US\", \"asin\": \"B01N6EPSFQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Black.us8)\", \"asin\": \"B0DT1B96WB\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women\\u2019s Black Flats Shoes Comfortable Suede Pointed Toe Slip On Casual Ballet Flats Dress Shoes Nude Flats(Black, US7)\", \"asin\": \"B08R17ZPCJ\", \"price\": \"$22.15\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:31:03.409Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"High Quality: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfy Absolutely: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classy and Professional: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Fashionable & Versatile: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Satisfy Gurantee: We take customer service seriously and hope that you are satisfied with the shopping experience. If you have any questions or comments about this flats shoes, please feel free to contact us and we will do our best to meet your needs.\"\n},\n {\n \"asin\": \"B08F1YK9BC\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"YEOGOR Women's Ballet Shoes Comfortable Slip on Round Toe Flat Casual Shoes for Walking, Driving, Dressy 8.5 M (Grey)\", \"asin\": \"B0DGSZ8VGQ\", \"price\": \"$24.29\", \"quantity\": \"\"},\n {\"title\": \"XAPPEAL Faye - Women's Slip-on Round Toe Accented Dress Ballet Flats Navy, Size 6.0 Medium Width\", \"asin\": \"B08XJWW11R\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats with Knot Front Cute Ballet Flats for Women Casual or Dressy Shoes for Women Comfortable Flats Womens Shoes Navy\", \"asin\": \"B0873Z1QFL\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us6)\", \"asin\": \"B0CKN5WBMY\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"MUSSHOE Women's Flats Dressy Pointed Toe Comfortable Bowknot Ballet Flats Shoes,Navy 8\", \"asin\": \"B0B2D51LCZ\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Greatonu Women Shoes Cut Out Slip On Synthetic Lace Ballet Flats (9 US/40 EU, Navy with Lining)\", \"asin\": \"B07GDBDSYD\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us9)\", \"asin\": \"B0CKN42SLG\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Ecetana Womens Flats Shoes Dressy: Round Toe Bowknot Suede Foldable Comfortable Casual Slip On Ballet Loafers Beige\", \"asin\": \"B0DS5G2N4L\", \"price\": \"$25.90\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats with Knot Front Cute Ballet Flats for Women Casual or Dressy Shoes for Women Comfortable Flats Womens Shoes Navy\", \"asin\": \"B08744X751\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$22.09\", \"quantity\": \"\"},\n {\"title\": \"YEOGOR Women's Ballet Shoes Comfortable Slip on Round Toe Flat Casual Shoes for Walking, Driving, Dressy 8.5 M (Grey)\", \"asin\": \"B0DGSZ8VGQ\", \"price\": \"$24.29\", \"quantity\": \"\"},\n {\"title\": \"XAPPEAL Faye - Women's Slip-on Round Toe Accented Dress Ballet Flats Navy, Size 6.0 Medium Width\", \"asin\": \"B08XJWW11R\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:31:05.916Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:31:05.916Z
|
click
|
product_option
|
rule
|
2025-05-02T03:31:05.916Z
|
train
| 656 |
2025-05-02T03:31:05.916Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes"
},
{
"price": "$29.99"
},
{
"bullet_list": "High Quality: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfy Absolutely: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classy and Professional: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Fashionable & Versatile: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Satisfy Gurantee: We take customer service seriously and hope that you are satisfied with the shopping experience. If you have any questions or comments about this flats shoes, please feel free to contact us and we will do our best to meet your needs."
},
{
"asin": "B08F1YK9BC"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Navy Blue"
}
],
"promotion_items": [
{"title": "YEOGOR Women's Ballet Shoes Comfortable Slip on Round Toe Flat Casual Shoes for Walking, Driving, Dressy 8.5 M (Grey)", "asin": "B0DGSZ8VGQ", "price": "$24.29", "quantity": ""},
{"title": "XAPPEAL Faye - Women's Slip-on Round Toe Accented Dress Ballet Flats Navy, Size 6.0 Medium Width", "asin": "B08XJWW11R", "price": "$39.99", "quantity": ""},
{"title": "Women's Flats with Knot Front Cute Ballet Flats for Women Casual or Dressy Shoes for Women Comfortable Flats Womens Shoes Navy", "asin": "B0873Z1QFL", "price": "$17.49", "quantity": ""},
{"title": "Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us6)", "asin": "B0CKN5WBMY", "price": "$24.43", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "MUSSHOE Women's Flats Dressy Pointed Toe Comfortable Bowknot Ballet Flats Shoes,Navy 8", "asin": "B0B2D51LCZ", "price": "$36.99", "quantity": ""},
{"title": "Greatonu Women Shoes Cut Out Slip On Synthetic Lace Ballet Flats (9 US/40 EU, Navy with Lining)", "asin": "B07GDBDSYD", "price": "$29.99", "quantity": ""},
{"title": "Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us9)", "asin": "B0CKN42SLG", "price": "$25.99", "quantity": ""},
{"title": "Ecetana Womens Flats Shoes Dressy: Round Toe Bowknot Suede Foldable Comfortable Casual Slip On Ballet Loafers Beige", "asin": "B0DS5G2N4L", "price": "$25.90", "quantity": ""},
{"title": "Women's Flats with Knot Front Cute Ballet Flats for Women Casual or Dressy Shoes for Women Comfortable Flats Womens Shoes Navy", "asin": "B08744X751", "price": "$17.99", "quantity": ""},
{"title": "Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)", "asin": "B0DT154M77", "price": "$22.09", "quantity": ""},
{"title": "YEOGOR Women's Ballet Shoes Comfortable Slip on Round Toe Flat Casual Shoes for Walking, Driving, Dressy 8.5 M (Grey)", "asin": "B0DGSZ8VGQ", "price": "$24.29", "quantity": ""},
{"title": "XAPPEAL Faye - Women's Slip-on Round Toe Accented Dress Ballet Flats Navy, Size 6.0 Medium Width", "asin": "B08XJWW11R", "price": "$39.99", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:31:05.916Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 656,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"High Quality: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfy Absolutely: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classy and Professional: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Fashionable & Versatile: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Satisfy Gurantee: We take customer service seriously and hope that you are satisfied with the shopping experience. If you have any questions or comments about this flats shoes, please feel free to contact us and we will do our best to meet your needs.\"\n},\n {\n \"asin\": \"B08F1YK9BC\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"YEOGOR Women's Ballet Shoes Comfortable Slip on Round Toe Flat Casual Shoes for Walking, Driving, Dressy 8.5 M (Grey)\", \"asin\": \"B0DGSZ8VGQ\", \"price\": \"$24.29\", \"quantity\": \"\"},\n {\"title\": \"XAPPEAL Faye - Women's Slip-on Round Toe Accented Dress Ballet Flats Navy, Size 6.0 Medium Width\", \"asin\": \"B08XJWW11R\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats with Knot Front Cute Ballet Flats for Women Casual or Dressy Shoes for Women Comfortable Flats Womens Shoes Navy\", \"asin\": \"B0873Z1QFL\", \"price\": \"$17.49\", \"quantity\": \"\"},\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us6)\", \"asin\": \"B0CKN5WBMY\", \"price\": \"$24.43\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"MUSSHOE Women's Flats Dressy Pointed Toe Comfortable Bowknot Ballet Flats Shoes,Navy 8\", \"asin\": \"B0B2D51LCZ\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Greatonu Women Shoes Cut Out Slip On Synthetic Lace Ballet Flats (9 US/40 EU, Navy with Lining)\", \"asin\": \"B07GDBDSYD\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us9)\", \"asin\": \"B0CKN42SLG\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Ecetana Womens Flats Shoes Dressy: Round Toe Bowknot Suede Foldable Comfortable Casual Slip On Ballet Loafers Beige\", \"asin\": \"B0DS5G2N4L\", \"price\": \"$25.90\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats with Knot Front Cute Ballet Flats for Women Casual or Dressy Shoes for Women Comfortable Flats Womens Shoes Navy\", \"asin\": \"B08744X751\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$22.09\", \"quantity\": \"\"},\n {\"title\": \"YEOGOR Women's Ballet Shoes Comfortable Slip on Round Toe Flat Casual Shoes for Walking, Driving, Dressy 8.5 M (Grey)\", \"asin\": \"B0DGSZ8VGQ\", \"price\": \"$24.29\", \"quantity\": \"\"},\n {\"title\": \"XAPPEAL Faye - Women's Slip-on Round Toe Accented Dress Ballet Flats Navy, Size 6.0 Medium Width\", \"asin\": \"B08XJWW11R\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:31:05.916Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"Material: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfort: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classic: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Style: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Pick your flavor: Available in a wide variety of colors to complement your wardrobe.\"\n},\n {\n \"asin\": \"B0BD77Y8FX\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us7)\", \"asin\": \"B0CKN4HT5F\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us8)\", \"asin\": \"B0C6JN7HKC\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 10\\uff0cNavy\", \"asin\": \"B0DC98WKVG\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us10)\", \"asin\": \"B0CKN5RPKW\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us7)\", \"asin\": \"B0C6JP38JC\", \"price\": \"$23.74\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Comfortable Black Flats Shoes Women Round Toe Ballerina Flats Leather Dress Shoes Work Flats for Office(Navy.us10)\", \"asin\": \"B0C5ZHGCQP\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 8.5\\uff0cNavy\", \"asin\": \"B0DC95LZ74\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:31:28.300Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:31:28.300Z
|
click
|
review
|
rule
|
2025-05-02T03:31:28.300Z
|
train
| 657 |
2025-05-02T03:31:28.300Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes"
},
{
"price": "$29.99"
},
{
"bullet_list": "Material: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfort: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classic: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Style: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Pick your flavor: Available in a wide variety of colors to complement your wardrobe."
},
{
"asin": "B0BD77Y8FX"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Navy Blue"
}
],
"promotion_items": [
{"title": "Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us7)", "asin": "B0CKN4HT5F", "price": "$25.99", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us8)", "asin": "B0C6JN7HKC", "price": "$24.99", "quantity": ""},
{"title": "Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)", "asin": "B0DT154M77", "price": "$25.99", "quantity": ""},
{"title": "FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)", "asin": "B08B8QBBD4", "price": "$24.69", "quantity": ""},
{"title": "Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)", "asin": "B07V4P5CXX", "price": "$29.99", "quantity": ""},
{"title": "AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 10\uff0cNavy", "asin": "B0DC98WKVG", "price": "$35.99", "quantity": ""},
{"title": "Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us10)", "asin": "B0CKN5RPKW", "price": "$25.99", "quantity": ""},
{"title": "Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us7)", "asin": "B0C6JP38JC", "price": "$23.74", "quantity": ""},
{"title": "Women's Flats Comfortable Black Flats Shoes Women Round Toe Ballerina Flats Leather Dress Shoes Work Flats for Office(Navy.us10)", "asin": "B0C5ZHGCQP", "price": "$24.99", "quantity": ""},
{"title": "AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 8.5\uff0cNavy", "asin": "B0DC95LZ74", "price": "$35.99", "quantity": ""},
{"title": "Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)", "asin": "B0DT154M77", "price": "$25.99", "quantity": ""},
{"title": "Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)", "asin": "B07V4P5CXX", "price": "$29.99", "quantity": ""},
{"title": "FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)", "asin": "B08B8QBBD4", "price": "$24.69", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:31:28.300Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 657,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"Material: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfort: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classic: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Style: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Pick your flavor: Available in a wide variety of colors to complement your wardrobe.\"\n},\n {\n \"asin\": \"B0BD77Y8FX\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us7)\", \"asin\": \"B0CKN4HT5F\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us8)\", \"asin\": \"B0C6JN7HKC\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 10\\uff0cNavy\", \"asin\": \"B0DC98WKVG\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us10)\", \"asin\": \"B0CKN5RPKW\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us7)\", \"asin\": \"B0C6JP38JC\", \"price\": \"$23.74\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Comfortable Black Flats Shoes Women Round Toe Ballerina Flats Leather Dress Shoes Work Flats for Office(Navy.us10)\", \"asin\": \"B0C5ZHGCQP\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 8.5\\uff0cNavy\", \"asin\": \"B0DC95LZ74\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:31:28.300Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"Material: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfort: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classic: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Style: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Pick your flavor: Available in a wide variety of colors to complement your wardrobe.\"\n},\n {\n \"asin\": \"B0BD77Y8FX\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us7)\", \"asin\": \"B0CKN4HT5F\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us8)\", \"asin\": \"B0C6JN7HKC\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 10\\uff0cNavy\", \"asin\": \"B0DC98WKVG\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us10)\", \"asin\": \"B0CKN5RPKW\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us7)\", \"asin\": \"B0C6JP38JC\", \"price\": \"$23.74\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Comfortable Black Flats Shoes Women Round Toe Ballerina Flats Leather Dress Shoes Work Flats for Office(Navy.us10)\", \"asin\": \"B0C5ZHGCQP\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 8.5\\uff0cNavy\", \"asin\": \"B0DC95LZ74\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:31:59.861Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:31:59.861Z
|
click
|
review
|
rule
|
2025-05-02T03:31:59.861Z
|
train
| 658 |
2025-05-02T03:31:59.861Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes"
},
{
"price": "$29.99"
},
{
"bullet_list": "Material: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfort: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classic: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Style: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Pick your flavor: Available in a wide variety of colors to complement your wardrobe."
},
{
"asin": "B0BD77Y8FX"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Navy Blue"
}
],
"promotion_items": [
{"title": "Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us7)", "asin": "B0CKN4HT5F", "price": "$25.99", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us8)", "asin": "B0C6JN7HKC", "price": "$24.99", "quantity": ""},
{"title": "Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)", "asin": "B0DT154M77", "price": "$25.99", "quantity": ""},
{"title": "FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)", "asin": "B08B8QBBD4", "price": "$24.69", "quantity": ""},
{"title": "Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)", "asin": "B07V4P5CXX", "price": "$29.99", "quantity": ""},
{"title": "AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 10\uff0cNavy", "asin": "B0DC98WKVG", "price": "$35.99", "quantity": ""},
{"title": "Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us10)", "asin": "B0CKN5RPKW", "price": "$25.99", "quantity": ""},
{"title": "Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us7)", "asin": "B0C6JP38JC", "price": "$23.74", "quantity": ""},
{"title": "Women's Flats Comfortable Black Flats Shoes Women Round Toe Ballerina Flats Leather Dress Shoes Work Flats for Office(Navy.us10)", "asin": "B0C5ZHGCQP", "price": "$24.99", "quantity": ""},
{"title": "AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 8.5\uff0cNavy", "asin": "B0DC95LZ74", "price": "$35.99", "quantity": ""},
{"title": "Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)", "asin": "B0DT154M77", "price": "$25.99", "quantity": ""},
{"title": "Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)", "asin": "B07V4P5CXX", "price": "$29.99", "quantity": ""},
{"title": "FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)", "asin": "B08B8QBBD4", "price": "$24.69", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:31:59.861Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 658,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"Material: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfort: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classic: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Style: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Pick your flavor: Available in a wide variety of colors to complement your wardrobe.\"\n},\n {\n \"asin\": \"B0BD77Y8FX\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us7)\", \"asin\": \"B0CKN4HT5F\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us8)\", \"asin\": \"B0C6JN7HKC\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 10\\uff0cNavy\", \"asin\": \"B0DC98WKVG\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us10)\", \"asin\": \"B0CKN5RPKW\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us7)\", \"asin\": \"B0C6JP38JC\", \"price\": \"$23.74\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Comfortable Black Flats Shoes Women Round Toe Ballerina Flats Leather Dress Shoes Work Flats for Office(Navy.us10)\", \"asin\": \"B0C5ZHGCQP\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 8.5\\uff0cNavy\", \"asin\": \"B0DC95LZ74\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:31:59.861Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"Material: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfort: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classic: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Style: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Pick your flavor: Available in a wide variety of colors to complement your wardrobe.\"\n},\n {\n \"asin\": \"B0BD77Y8FX\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us7)\", \"asin\": \"B0CKN4HT5F\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us8)\", \"asin\": \"B0C6JN7HKC\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 10\\uff0cNavy\", \"asin\": \"B0DC98WKVG\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us10)\", \"asin\": \"B0CKN5RPKW\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us7)\", \"asin\": \"B0C6JP38JC\", \"price\": \"$23.74\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Comfortable Black Flats Shoes Women Round Toe Ballerina Flats Leather Dress Shoes Work Flats for Office(Navy.us10)\", \"asin\": \"B0C5ZHGCQP\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 8.5\\uff0cNavy\", \"asin\": \"B0DC95LZ74\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:34:32.689Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:34:32.689Z
|
click
|
review
|
rule
|
2025-05-02T03:34:32.689Z
|
train
| 659 |
2025-05-02T03:34:32.689Z
|
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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes"
},
{
"price": "$29.99"
},
{
"bullet_list": "Material: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfort: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classic: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Style: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Pick your flavor: Available in a wide variety of colors to complement your wardrobe."
},
{
"asin": "B0BD77Y8FX"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5.5"
},
{
"Color": "Navy Blue"
}
],
"promotion_items": [
{"title": "Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us7)", "asin": "B0CKN4HT5F", "price": "$25.99", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us8)", "asin": "B0C6JN7HKC", "price": "$24.99", "quantity": ""},
{"title": "Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)", "asin": "B0DT154M77", "price": "$25.99", "quantity": ""},
{"title": "FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)", "asin": "B08B8QBBD4", "price": "$24.69", "quantity": ""},
{"title": "Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)", "asin": "B07V4P5CXX", "price": "$29.99", "quantity": ""},
{"title": "AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 10\uff0cNavy", "asin": "B0DC98WKVG", "price": "$35.99", "quantity": ""},
{"title": "Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us10)", "asin": "B0CKN5RPKW", "price": "$25.99", "quantity": ""},
{"title": "Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us7)", "asin": "B0C6JP38JC", "price": "$23.74", "quantity": ""},
{"title": "Women's Flats Comfortable Black Flats Shoes Women Round Toe Ballerina Flats Leather Dress Shoes Work Flats for Office(Navy.us10)", "asin": "B0C5ZHGCQP", "price": "$24.99", "quantity": ""},
{"title": "AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 8.5\uff0cNavy", "asin": "B0DC95LZ74", "price": "$35.99", "quantity": ""},
{"title": "Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)", "asin": "B0DT154M77", "price": "$25.99", "quantity": ""},
{"title": "Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)", "asin": "B07V4P5CXX", "price": "$29.99", "quantity": ""},
{"title": "FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)", "asin": "B08B8QBBD4", "price": "$24.69", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:34:32.689Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 659,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"MaxMuxun Women's Flats Shoes Faux Suede Round Toe Ballet Dressy Flats Comfortable Slip On Walking Shoes\"\n},\n {\n \"price\": \"$29.99\"\n},\n {\n \"bullet_list\": \"Material: Maxmuxun's flats shoes finished with high quality faux suede, show no signs of splitting soles, warping, or any other kind of damage even wearing it for a long time. Comfort: Slip on construction, plain round toe , lightly padded footbed, man-made lining. Wear the women dressy flats 8 hours for work and have no problem at all. Maxmuxun's flat shoes for women give a little more comfort than traditional flats. Classic: Perfect choice for thoes who spends time in formal dress, which provide comfort, and to look classy and professional, cute like a dream. Style: This ballet flats shoes perfect fit with leggings, jeans and dress. Great idea for wedding, party, office, shool. Pick your flavor: Available in a wide variety of colors to complement your wardrobe.\"\n},\n {\n \"asin\": \"B0BD77Y8FX\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5.5\"\n},\n {\n \"Color\": \"Navy Blue\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us7)\", \"asin\": \"B0CKN4HT5F\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us8)\", \"asin\": \"B0C6JN7HKC\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 10\\uff0cNavy\", \"asin\": \"B0DC98WKVG\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Dress Shoes for Women Round Toe Flats Shoes Lace Ballet Flats Dressy Comfortable Foldable Flats Low Heel(Navy.us10)\", \"asin\": \"B0CKN5RPKW\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work(Navy.us7)\", \"asin\": \"B0C6JP38JC\", \"price\": \"$23.74\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Comfortable Black Flats Shoes Women Round Toe Ballerina Flats Leather Dress Shoes Work Flats for Office(Navy.us10)\", \"asin\": \"B0C5ZHGCQP\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"AprCoco Flats for Women Bowknot Ballet Knit Foldable Flat Square Toe Comfort Light Shoes Office Low Top Flats,Size 8.5\\uff0cNavy\", \"asin\": \"B0DC95LZ74\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Navy.us10)\", \"asin\": \"B0DT154M77\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Ollio Womens Ballet Shoes Cute Casual Comforts Flats 1ZM1987 (9 B(M) US, Navy)\", \"asin\": \"B07V4P5CXX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:34:32.689Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work\"\n},\n {\n \"price\": \"$23.74\"\n},\n {\n \"bullet_list\": \"1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort.\"\n},\n {\n \"asin\": \"B0C6JLBFVJ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Pu Ballerina Walking Flats Shoes - 6.5 M US\", \"asin\": \"B01N6EPU04\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)\", \"asin\": \"B09Z7L5WZB\", \"price\": \"$22.49\", \"quantity\": \"\"},\n {\"title\": \"Shupua Women's Flats Black Flats Shoes Pointed Toe Ballet Flats Comfortable Bow Girls Flats Dressy(Black.us5)\", \"asin\": \"B099MVMTHD\", \"price\": \"$22.07\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Nubuck Ballerina Walking Flats Shoes - 12 M US\", \"asin\": \"B01N6EPSFQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Black.us8)\", \"asin\": \"B0DT1B96WB\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women\\u2019s Black Flats Shoes Comfortable Suede Pointed Toe Slip On Casual Ballet Flats Dress Shoes Nude Flats(Black, US7)\", \"asin\": \"B08R17ZPCJ\", \"price\": \"$22.15\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:34:55.437Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:34:55.437Z
|
click
|
review
|
rule
|
2025-05-02T03:34:55.437Z
|
train
| 660 |
2025-05-02T03:34:55.437Z
|
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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work"
},
{
"price": "$23.74"
},
{
"bullet_list": "1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort."
},
{
"asin": "B0C6JLBFVJ"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes", "asin": "B08F1YK9BC", "price": "$29.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503", "asin": "B0DP2TVVQS", "price": "$41.99", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Sole-Simple Black Pu Ballerina Walking Flats Shoes - 6.5 M US", "asin": "B01N6EPU04", "price": "$26.99", "quantity": ""},
{"title": "Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)", "asin": "B09Z7L5WZB", "price": "$22.49", "quantity": ""},
{"title": "Shupua Women's Flats Black Flats Shoes Pointed Toe Ballet Flats Comfortable Bow Girls Flats Dressy(Black.us5)", "asin": "B099MVMTHD", "price": "$22.07", "quantity": ""},
{"title": "Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)", "asin": "B09P1JH8MY", "price": "$20.88", "quantity": ""},
{"title": "DREAM PAIRS Women's Sole-Simple Black Nubuck Ballerina Walking Flats Shoes - 12 M US", "asin": "B01N6EPSFQ", "price": "$26.99", "quantity": ""},
{"title": "Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Black.us8)", "asin": "B0DT1B96WB", "price": "$25.99", "quantity": ""},
{"title": "HEAWISH Women\u2019s Black Flats Shoes Comfortable Suede Pointed Toe Slip On Casual Ballet Flats Dress Shoes Nude Flats(Black, US7)", "asin": "B08R17ZPCJ", "price": "$22.15", "quantity": ""},
{"title": "Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)", "asin": "B09P1JH8MY", "price": "$20.88", "quantity": ""},
{"title": "MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes", "asin": "B08F1YK9BC", "price": "$29.99", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503", "asin": "B0DP2TVVQS", "price": "$41.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:34:55.437Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 660,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work\"\n},\n {\n \"price\": \"$23.74\"\n},\n {\n \"bullet_list\": \"1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort.\"\n},\n {\n \"asin\": \"B0C6JLBFVJ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Pu Ballerina Walking Flats Shoes - 6.5 M US\", \"asin\": \"B01N6EPU04\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)\", \"asin\": \"B09Z7L5WZB\", \"price\": \"$22.49\", \"quantity\": \"\"},\n {\"title\": \"Shupua Women's Flats Black Flats Shoes Pointed Toe Ballet Flats Comfortable Bow Girls Flats Dressy(Black.us5)\", \"asin\": \"B099MVMTHD\", \"price\": \"$22.07\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Nubuck Ballerina Walking Flats Shoes - 12 M US\", \"asin\": \"B01N6EPSFQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Black.us8)\", \"asin\": \"B0DT1B96WB\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women\\u2019s Black Flats Shoes Comfortable Suede Pointed Toe Slip On Casual Ballet Flats Dress Shoes Nude Flats(Black, US7)\", \"asin\": \"B08R17ZPCJ\", \"price\": \"$22.15\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:34:55.437Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work\"\n},\n {\n \"price\": \"$23.74\"\n},\n {\n \"bullet_list\": \"1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort.\"\n},\n {\n \"asin\": \"B0C6JLBFVJ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Pu Ballerina Walking Flats Shoes - 6.5 M US\", \"asin\": \"B01N6EPU04\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)\", \"asin\": \"B09Z7L5WZB\", \"price\": \"$22.49\", \"quantity\": \"\"},\n {\"title\": \"Shupua Women's Flats Black Flats Shoes Pointed Toe Ballet Flats Comfortable Bow Girls Flats Dressy(Black.us5)\", \"asin\": \"B099MVMTHD\", \"price\": \"$22.07\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Nubuck Ballerina Walking Flats Shoes - 12 M US\", \"asin\": \"B01N6EPSFQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Black.us8)\", \"asin\": \"B0DT1B96WB\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women\\u2019s Black Flats Shoes Comfortable Suede Pointed Toe Slip On Casual Ballet Flats Dress Shoes Nude Flats(Black, US7)\", \"asin\": \"B08R17ZPCJ\", \"price\": \"$22.15\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:35:11.583Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:35:11.583Z
|
input
|
dress+shoes+for+women
|
rule
|
2025-05-02T03:35:11.583Z
|
train
| 661 |
2025-05-02T03:35:11.583Z
|
input
|
dress+shoes+for+women
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work"
},
{
"price": "$23.74"
},
{
"bullet_list": "1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort."
},
{
"asin": "B0C6JLBFVJ"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes", "asin": "B08F1YK9BC", "price": "$29.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503", "asin": "B0DP2TVVQS", "price": "$41.99", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Sole-Simple Black Pu Ballerina Walking Flats Shoes - 6.5 M US", "asin": "B01N6EPU04", "price": "$26.99", "quantity": ""},
{"title": "Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)", "asin": "B09Z7L5WZB", "price": "$22.49", "quantity": ""},
{"title": "Shupua Women's Flats Black Flats Shoes Pointed Toe Ballet Flats Comfortable Bow Girls Flats Dressy(Black.us5)", "asin": "B099MVMTHD", "price": "$22.07", "quantity": ""},
{"title": "Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)", "asin": "B09P1JH8MY", "price": "$20.88", "quantity": ""},
{"title": "DREAM PAIRS Women's Sole-Simple Black Nubuck Ballerina Walking Flats Shoes - 12 M US", "asin": "B01N6EPSFQ", "price": "$26.99", "quantity": ""},
{"title": "Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Black.us8)", "asin": "B0DT1B96WB", "price": "$25.99", "quantity": ""},
{"title": "HEAWISH Women\u2019s Black Flats Shoes Comfortable Suede Pointed Toe Slip On Casual Ballet Flats Dress Shoes Nude Flats(Black, US7)", "asin": "B08R17ZPCJ", "price": "$22.15", "quantity": ""},
{"title": "Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)", "asin": "B09P1JH8MY", "price": "$20.88", "quantity": ""},
{"title": "MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes", "asin": "B08F1YK9BC", "price": "$29.99", "quantity": ""},
{"title": "ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8", "asin": "B0C85L7NCW", "price": "$32.99", "quantity": ""},
{"title": "DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503", "asin": "B0DP2TVVQS", "price": "$41.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:35:11.583Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>input</answer_action><answer_argument>dress+shoes+for+women</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>dress+shoes+for+women</answer_argument>",
"index": 661,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Shupua Flats for Women Round Toe Flat Shoes Dressy Black Ballet Flats Comfortable Womens Dress Shoes Ballerina Flats for Work\"\n},\n {\n \"price\": \"$23.74\"\n},\n {\n \"bullet_list\": \"1. Comfy Memory Foam insole: The insole of women's flats is made of thick memory foam material which is comfortable and soft. These dress shoes for women are comfortable for all day office wear. 2. Elegant Suede Upper: The upper of ballet flats for women is made of suede fabric which looks elegant and fashionable. These upper material of womens flats is breathable which can be worn in summer. 3. Soft Lining: The lining of ballet flats is made of pigskin Leather which is soft and comfortable. These flat shoes for women gonna provide smooth and comfortable experience to your feet. 4. Roomy Round Toe Cap: The cap of flats shoes women dressy is designed as round toe, which provides more space for your feet. The round toe women flats are friendly for wide feet and look kinda cute. 5. Anti-rub Heel Back: We put the seamline of womens flats for work beside of heel, which won\\u2019t rub your back. Soft and smooth material of foldable flats for women will protects your heel without breaking in the new black flats for women dressy comfort.\"\n},\n {\n \"asin\": \"B0C6JLBFVJ\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Pu Ballerina Walking Flats Shoes - 6.5 M US\", \"asin\": \"B01N6EPU04\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Rominz Women's Flats Shoes Round Toe Flats Black Flats Shoes Women Ballet Flats for Women Dressy Shoes Nude Flats(Black, US8)\", \"asin\": \"B09Z7L5WZB\", \"price\": \"$22.49\", \"quantity\": \"\"},\n {\"title\": \"Shupua Women's Flats Black Flats Shoes Pointed Toe Ballet Flats Comfortable Bow Girls Flats Dressy(Black.us5)\", \"asin\": \"B099MVMTHD\", \"price\": \"$22.07\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Sole-Simple Black Nubuck Ballerina Walking Flats Shoes - 12 M US\", \"asin\": \"B01N6EPSFQ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Flats Shoes Pointed Toe Flats Comfortable Slip on Shoes Flat Dress Shoes Black Ballet Flats for Women(Black.us8)\", \"asin\": \"B0DT1B96WB\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women\\u2019s Black Flats Shoes Comfortable Suede Pointed Toe Slip On Casual Ballet Flats Dress Shoes Nude Flats(Black, US7)\", \"asin\": \"B08R17ZPCJ\", \"price\": \"$22.15\", \"quantity\": \"\"},\n {\"title\": \"Obtaom Round Toe Women Flat Shoes Slip on Girls Dress Black Ballet Flats(Black US5)\", \"asin\": \"B09P1JH8MY\", \"price\": \"$20.88\", \"quantity\": \"\"},\n {\"title\": \"MaxMuxun Women's Faux Suede Round Toe Ballet Dressy Navy Blue Flats Shoes\", \"asin\": \"B08F1YK9BC\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"ATHMILE Black Ballet Flats - Washable Knit Flats with Round Toe and Low Wedge for Wedding, Business, Work, Office - Size 8\", \"asin\": \"B0C85L7NCW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"DREAM PAIRS Women's Ballet Flats Business Office Work Dress Shoes Comfortable Dressy Flats for Women,Size 7.5,Black,DWUMFA2503\", \"asin\": \"B0DP2TVVQS\", \"price\": \"$41.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:35:11.583Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$22.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY4WFZN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"White\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width\", \"asin\": \"B0C951MKX7\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort, Grid PU (White 10)\", \"asin\": \"B0CQWGSSVX\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"FEVERSOLE Women's Round Toe Cute Bow Trim Ballet Flats Ivory Vegan Leather TRI Size 7.5 M US\", \"asin\": \"B0DP9D225F\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"COOL COSER C Women's Wide Casual Comfort Loafers Slip on Flat Shoes Women's Penny Loafers with Arch Support Women Dressy Moccasins (Beige PU Wide,8)\", \"asin\": \"B0C5BM72KJ\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats PU (White Stone 9)\", \"asin\": \"B0CM6MF7KW\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Frank Mully Womens Flat Shoes Classic Pointed Toe Flats Knitted Dress Shoes Soft Flats for Woman Comfortable Dressy Orange,9\", \"asin\": \"B0CQLRVLSX\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women's Floral Ballet Flats for Women Black Beige Slip On Flowers PU Leather Round Toe Dress Shoes(White,US7)\", \"asin\": \"B09WJ5VC75\", \"price\": \"$25.89\", \"quantity\": \"\"},\n {\"title\": \"VenusCelia Women's Breathable Comfort Walking Flat Loafer(10.5 M US,White)\", \"asin\": \"B0D6MN95J5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"MUSSHOE Loafers for Women Platform Chunky Comfortable Slip-On Womens Loafers Fashion Business Work Dressy Casual Shoes,White 9\", \"asin\": \"B0DRP53N4M\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"DOBOLIN Women's Heels Arch Support Pumps Closed Round Toe Dress Shoes Flight Attendant Shoes Office Work Business 2.2-Inch Block Chunky Low Heels Comfortable Dressy Nude Size 8\", \"asin\": \"B0DQ8BWYS1\", \"price\": \"$39.55\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:36:27.082Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:36:27.082Z
|
click
|
product_option
|
rule
|
2025-05-02T03:36:27.082Z
|
train
| 662 |
2025-05-02T03:36:27.082Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office"
},
{
"price": "$22.49"
},
{
"bullet_list": "PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion."
},
{
"asin": "B0DRY4WFZN"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5"
},
{
"Color": "White"
}
],
"promotion_items": [
{"title": "Women\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)", "asin": "B0C8FJG3LW", "price": "$37.77", "quantity": ""},
{"title": "Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width", "asin": "B0C951MKX7", "price": "$49.99", "quantity": ""},
{"title": "DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort, Grid PU (White 10)", "asin": "B0CQWGSSVX", "price": "$33.99", "quantity": ""},
{"title": "FEVERSOLE Women's Round Toe Cute Bow Trim Ballet Flats Ivory Vegan Leather TRI Size 7.5 M US", "asin": "B0DP9D225F", "price": "$32.99", "quantity": ""},
{"title": "FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)", "asin": "B08B8QBBD4", "price": "$24.69", "quantity": ""},
{"title": "COOL COSER C Women's Wide Casual Comfort Loafers Slip on Flat Shoes Women's Penny Loafers with Arch Support Women Dressy Moccasins (Beige PU Wide,8)", "asin": "B0C5BM72KJ", "price": "$34.19", "quantity": ""},
{"title": "DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats PU (White Stone 9)", "asin": "B0CM6MF7KW", "price": "$37.99", "quantity": ""},
{"title": "Frank Mully Womens Flat Shoes Classic Pointed Toe Flats Knitted Dress Shoes Soft Flats for Woman Comfortable Dressy Orange,9", "asin": "B0CQLRVLSX", "price": "$39.99", "quantity": ""},
{"title": "HEAWISH Women's Floral Ballet Flats for Women Black Beige Slip On Flowers PU Leather Round Toe Dress Shoes(White,US7)", "asin": "B09WJ5VC75", "price": "$25.89", "quantity": ""},
{"title": "VenusCelia Women's Breathable Comfort Walking Flat Loafer(10.5 M US,White)", "asin": "B0D6MN95J5", "price": "$26.99", "quantity": ""},
{"title": "MUSSHOE Loafers for Women Platform Chunky Comfortable Slip-On Womens Loafers Fashion Business Work Dressy Casual Shoes,White 9", "asin": "B0DRP53N4M", "price": "$39.99", "quantity": ""},
{"title": "FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)", "asin": "B08B8QBBD4", "price": "$24.69", "quantity": ""},
{"title": "DOBOLIN Women's Heels Arch Support Pumps Closed Round Toe Dress Shoes Flight Attendant Shoes Office Work Business 2.2-Inch Block Chunky Low Heels Comfortable Dressy Nude Size 8", "asin": "B0DQ8BWYS1", "price": "$39.55", "quantity": ""},
{"title": "Women\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)", "asin": "B0C8FJG3LW", "price": "$37.77", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:36:27.082Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 662,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$22.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY4WFZN\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"White\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width\", \"asin\": \"B0C951MKX7\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort, Grid PU (White 10)\", \"asin\": \"B0CQWGSSVX\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"FEVERSOLE Women's Round Toe Cute Bow Trim Ballet Flats Ivory Vegan Leather TRI Size 7.5 M US\", \"asin\": \"B0DP9D225F\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"COOL COSER C Women's Wide Casual Comfort Loafers Slip on Flat Shoes Women's Penny Loafers with Arch Support Women Dressy Moccasins (Beige PU Wide,8)\", \"asin\": \"B0C5BM72KJ\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats PU (White Stone 9)\", \"asin\": \"B0CM6MF7KW\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Frank Mully Womens Flat Shoes Classic Pointed Toe Flats Knitted Dress Shoes Soft Flats for Woman Comfortable Dressy Orange,9\", \"asin\": \"B0CQLRVLSX\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women's Floral Ballet Flats for Women Black Beige Slip On Flowers PU Leather Round Toe Dress Shoes(White,US7)\", \"asin\": \"B09WJ5VC75\", \"price\": \"$25.89\", \"quantity\": \"\"},\n {\"title\": \"VenusCelia Women's Breathable Comfort Walking Flat Loafer(10.5 M US,White)\", \"asin\": \"B0D6MN95J5\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"MUSSHOE Loafers for Women Platform Chunky Comfortable Slip-On Womens Loafers Fashion Business Work Dressy Casual Shoes,White 9\", \"asin\": \"B0DRP53N4M\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"DOBOLIN Women's Heels Arch Support Pumps Closed Round Toe Dress Shoes Flight Attendant Shoes Office Work Business 2.2-Inch Block Chunky Low Heels Comfortable Dressy Nude Size 8\", \"asin\": \"B0DQ8BWYS1\", \"price\": \"$39.55\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:36:27.082Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$22.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY2S4RK\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort, Grid PU (White 9.5)\", \"asin\": \"B0CQWG7S2D\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats PU (White Stone 9)\", \"asin\": \"B0CM6MF7KW\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width\", \"asin\": \"B0C951MKX7\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Vespiero Loafers for Women Slip On Flats Comfortable Business Dressy Casual Non Slip Work Walking Office Loafers Shoes Pu White Size 8\", \"asin\": \"B0D9BZ4VTH\", \"price\": \"$35.19\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (White Leather 7W)\", \"asin\": \"B0C8FJGT6T\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (Beige Suede 8.5W)\", \"asin\": \"B0DPTDN41P\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"benassal Women Bunion Shoes Orthopedic Slip On Loafers Low Heel Pumps (5,Beige)\", \"asin\": \"B0D8Q69TSS\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"VenusCelia Women's Buckle Dance Flats Shoes (8.5 M US,Grey-PU)\", \"asin\": \"B099WS9D12\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Platform Sneakers PU Leather Platform Shoes Walking Shoes for Women(White,US5.5)\", \"asin\": \"B0DJQPZ6L3\", \"price\": \"$25.37\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Vespiero Loafers for Women Slip On Flats Comfortable Business Dressy Casual Non Slip Work Walking Office Loafers Shoes Pu White Size 8\", \"asin\": \"B0D9BZ4VTH\", \"price\": \"$35.19\", \"quantity\": \"\"},\n {\"title\": \"Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width\", \"asin\": \"B0C951MKX7\", \"price\": \"$49.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:36:30.881Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:36:30.881Z
|
click
|
product_option
|
rule
|
2025-05-02T03:36:30.881Z
|
train
| 663 |
2025-05-02T03:36:30.881Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office"
},
{
"price": "$22.49"
},
{
"bullet_list": "PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion."
},
{
"asin": "B0DRY2S4RK"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort, Grid PU (White 9.5)", "asin": "B0CQWG7S2D", "price": "$33.99", "quantity": ""},
{"title": "DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats PU (White Stone 9)", "asin": "B0CM6MF7KW", "price": "$37.99", "quantity": ""},
{"title": "Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width", "asin": "B0C951MKX7", "price": "$49.99", "quantity": ""},
{"title": "Vespiero Loafers for Women Slip On Flats Comfortable Business Dressy Casual Non Slip Work Walking Office Loafers Shoes Pu White Size 8", "asin": "B0D9BZ4VTH", "price": "$35.19", "quantity": ""},
{"title": "FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)", "asin": "B08B8QBBD4", "price": "$24.69", "quantity": ""},
{"title": "Women\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (White Leather 7W)", "asin": "B0C8FJGT6T", "price": "$34.99", "quantity": ""},
{"title": "ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (Beige Suede 8.5W)", "asin": "B0DPTDN41P", "price": "$36.99", "quantity": ""},
{"title": "Women\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)", "asin": "B0C8FJG3LW", "price": "$37.77", "quantity": ""},
{"title": "benassal Women Bunion Shoes Orthopedic Slip On Loafers Low Heel Pumps (5,Beige)", "asin": "B0D8Q69TSS", "price": "$59.99", "quantity": ""},
{"title": "VenusCelia Women's Buckle Dance Flats Shoes (8.5 M US,Grey-PU)", "asin": "B099WS9D12", "price": "$32.99", "quantity": ""},
{"title": "SERNIAL Womens White Platform Sneakers PU Leather Platform Shoes Walking Shoes for Women(White,US5.5)", "asin": "B0DJQPZ6L3", "price": "$25.37", "quantity": ""},
{"title": "FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)", "asin": "B08B8QBBD4", "price": "$24.69", "quantity": ""},
{"title": "Vespiero Loafers for Women Slip On Flats Comfortable Business Dressy Casual Non Slip Work Walking Office Loafers Shoes Pu White Size 8", "asin": "B0D9BZ4VTH", "price": "$35.19", "quantity": ""},
{"title": "Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width", "asin": "B0C951MKX7", "price": "$49.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:36:30.881Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 663,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$22.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY2S4RK\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort, Grid PU (White 9.5)\", \"asin\": \"B0CQWG7S2D\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats PU (White Stone 9)\", \"asin\": \"B0CM6MF7KW\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width\", \"asin\": \"B0C951MKX7\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Vespiero Loafers for Women Slip On Flats Comfortable Business Dressy Casual Non Slip Work Walking Office Loafers Shoes Pu White Size 8\", \"asin\": \"B0D9BZ4VTH\", \"price\": \"$35.19\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (White Leather 7W)\", \"asin\": \"B0C8FJGT6T\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (Beige Suede 8.5W)\", \"asin\": \"B0DPTDN41P\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"benassal Women Bunion Shoes Orthopedic Slip On Loafers Low Heel Pumps (5,Beige)\", \"asin\": \"B0D8Q69TSS\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"VenusCelia Women's Buckle Dance Flats Shoes (8.5 M US,Grey-PU)\", \"asin\": \"B099WS9D12\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"SERNIAL Womens White Platform Sneakers PU Leather Platform Shoes Walking Shoes for Women(White,US5.5)\", \"asin\": \"B0DJQPZ6L3\", \"price\": \"$25.37\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"Vespiero Loafers for Women Slip On Flats Comfortable Business Dressy Casual Non Slip Work Walking Office Loafers Shoes Pu White Size 8\", \"asin\": \"B0D9BZ4VTH\", \"price\": \"$35.19\", \"quantity\": \"\"},\n {\"title\": \"Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width\", \"asin\": \"B0C951MKX7\", \"price\": \"$49.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:36:30.881Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$21.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY2Q4KP\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Tan 6.5)\", \"asin\": \"B0C8FJRGM8\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"ARRAY Women's Katie Classic Slip-On Leather Loafer, 8.5 W (Wide), Black Patent\", \"asin\": \"B0CCBKK4B1\", \"price\": \"$36.38\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats Microfiber (Black 6.5)\", \"asin\": \"B0CM6PTJBZ\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort PU (Black 11)\", \"asin\": \"B0CQWG733V\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Cvistpieo Loafers for Women Business Casual Shoes Comfortable & Lightweight Penny Loafers Slip On Work Flats Leather Beige White Size 8\", \"asin\": \"B0BP1WV3X7\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats White 7.5\", \"asin\": \"B0BN2BXXMP\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)\", \"asin\": \"B0CXSP16S1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Saidoteto Women's Ballet Flats,Comfortable Round Toe Slip-On Elastic Knit Flat Shoes Casual Office Dress Shoes for Work & Walking. Beige Size 8.5 WFT240810-02\", \"asin\": \"B0DJNHK114\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Saidoteto Women's Ballet Flats - Comfortable Round Toe Knit Slip-On Shoes, Casual Office Dress Flats for Work. Beige Size 9.5 WFT240810-01\", \"asin\": \"B0DJNGNP9T\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"BABUDOG Womens Flats with Synthetic Leather,Classic Black and White Flats Shoes,Dress Shoes for Women(White.US9)\", \"asin\": \"B0CWN82YF8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)\", \"asin\": \"B0CXSP16S1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes, Comfortable Casual Round Toe Plus Size Cute Round Toe Slip on Loafer Shoes.(1910013-6,WR/FK,11 Wide)\", \"asin\": \"B0CM5NSHCT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"BABUDOG Women's Breathable Mesh Flats Shoes, Soft Loafers Flats, White Slip on Shoes Loafers(Pink.US8)\", \"asin\": \"B09ZQCX1MR\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:36:42.171Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:36:42.171Z
|
click
|
review
|
rule
|
2025-05-02T03:36:42.171Z
|
train
| 664 |
2025-05-02T03:36:42.171Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office"
},
{
"price": "$21.49"
},
{
"bullet_list": "PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion."
},
{
"asin": "B0DRY2Q4KP"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "Women\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Tan 6.5)", "asin": "B0C8FJRGM8", "price": "$37.77", "quantity": ""},
{"title": "ARRAY Women's Katie Classic Slip-On Leather Loafer, 8.5 W (Wide), Black Patent", "asin": "B0CCBKK4B1", "price": "$36.38", "quantity": ""},
{"title": "DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats Microfiber (Black 6.5)", "asin": "B0CM6PTJBZ", "price": "$36.99", "quantity": ""},
{"title": "DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort PU (Black 11)", "asin": "B0CQWG733V", "price": "$28.99", "quantity": ""},
{"title": "Cvistpieo Loafers for Women Business Casual Shoes Comfortable & Lightweight Penny Loafers Slip On Work Flats Leather Beige White Size 8", "asin": "B0BP1WV3X7", "price": "$34.19", "quantity": ""},
{"title": "DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats White 7.5", "asin": "B0BN2BXXMP", "price": "$34.99", "quantity": ""},
{"title": "Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)", "asin": "B0CXSP16S1", "price": "$39.99", "quantity": ""},
{"title": "Saidoteto Women's Ballet Flats,Comfortable Round Toe Slip-On Elastic Knit Flat Shoes Casual Office Dress Shoes for Work & Walking. Beige Size 8.5 WFT240810-02", "asin": "B0DJNHK114", "price": "$28.99", "quantity": ""},
{"title": "Saidoteto Women's Ballet Flats - Comfortable Round Toe Knit Slip-On Shoes, Casual Office Dress Flats for Work. Beige Size 9.5 WFT240810-01", "asin": "B0DJNGNP9T", "price": "$28.99", "quantity": ""},
{"title": "BABUDOG Womens Flats with Synthetic Leather,Classic Black and White Flats Shoes,Dress Shoes for Women(White.US9)", "asin": "B0CWN82YF8", "price": "$19.99", "quantity": ""},
{"title": "Women\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)", "asin": "B0C8FJG3LW", "price": "$37.77", "quantity": ""},
{"title": "Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)", "asin": "B0CXSP16S1", "price": "$39.99", "quantity": ""},
{"title": "Ataiwee Women's Wide Width Flat Shoes, Comfortable Casual Round Toe Plus Size Cute Round Toe Slip on Loafer Shoes.(1910013-6,WR/FK,11 Wide)", "asin": "B0CM5NSHCT", "price": "$36.99", "quantity": ""},
{"title": "BABUDOG Women's Breathable Mesh Flats Shoes, Soft Loafers Flats, White Slip on Shoes Loafers(Pink.US8)", "asin": "B09ZQCX1MR", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:36:42.171Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 664,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$21.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY2Q4KP\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Tan 6.5)\", \"asin\": \"B0C8FJRGM8\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"ARRAY Women's Katie Classic Slip-On Leather Loafer, 8.5 W (Wide), Black Patent\", \"asin\": \"B0CCBKK4B1\", \"price\": \"$36.38\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats Microfiber (Black 6.5)\", \"asin\": \"B0CM6PTJBZ\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort PU (Black 11)\", \"asin\": \"B0CQWG733V\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Cvistpieo Loafers for Women Business Casual Shoes Comfortable & Lightweight Penny Loafers Slip On Work Flats Leather Beige White Size 8\", \"asin\": \"B0BP1WV3X7\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats White 7.5\", \"asin\": \"B0BN2BXXMP\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)\", \"asin\": \"B0CXSP16S1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Saidoteto Women's Ballet Flats,Comfortable Round Toe Slip-On Elastic Knit Flat Shoes Casual Office Dress Shoes for Work & Walking. Beige Size 8.5 WFT240810-02\", \"asin\": \"B0DJNHK114\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Saidoteto Women's Ballet Flats - Comfortable Round Toe Knit Slip-On Shoes, Casual Office Dress Flats for Work. Beige Size 9.5 WFT240810-01\", \"asin\": \"B0DJNGNP9T\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"BABUDOG Womens Flats with Synthetic Leather,Classic Black and White Flats Shoes,Dress Shoes for Women(White.US9)\", \"asin\": \"B0CWN82YF8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)\", \"asin\": \"B0CXSP16S1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes, Comfortable Casual Round Toe Plus Size Cute Round Toe Slip on Loafer Shoes.(1910013-6,WR/FK,11 Wide)\", \"asin\": \"B0CM5NSHCT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"BABUDOG Women's Breathable Mesh Flats Shoes, Soft Loafers Flats, White Slip on Shoes Loafers(Pink.US8)\", \"asin\": \"B09ZQCX1MR\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:36:42.171Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$21.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY2Q4KP\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Tan 6.5)\", \"asin\": \"B0C8FJRGM8\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"ARRAY Women's Katie Classic Slip-On Leather Loafer, 8.5 W (Wide), Black Patent\", \"asin\": \"B0CCBKK4B1\", \"price\": \"$36.38\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats Microfiber (Black 6.5)\", \"asin\": \"B0CM6PTJBZ\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort PU (Black 11)\", \"asin\": \"B0CQWG733V\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Cvistpieo Loafers for Women Business Casual Shoes Comfortable & Lightweight Penny Loafers Slip On Work Flats Leather Beige White Size 8\", \"asin\": \"B0BP1WV3X7\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats White 7.5\", \"asin\": \"B0BN2BXXMP\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)\", \"asin\": \"B0CXSP16S1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Saidoteto Women's Ballet Flats,Comfortable Round Toe Slip-On Elastic Knit Flat Shoes Casual Office Dress Shoes for Work & Walking. Beige Size 8.5 WFT240810-02\", \"asin\": \"B0DJNHK114\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Saidoteto Women's Ballet Flats - Comfortable Round Toe Knit Slip-On Shoes, Casual Office Dress Flats for Work. Beige Size 9.5 WFT240810-01\", \"asin\": \"B0DJNGNP9T\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"BABUDOG Womens Flats with Synthetic Leather,Classic Black and White Flats Shoes,Dress Shoes for Women(White.US9)\", \"asin\": \"B0CWN82YF8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)\", \"asin\": \"B0CXSP16S1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes, Comfortable Casual Round Toe Plus Size Cute Round Toe Slip on Loafer Shoes.(1910013-6,WR/FK,11 Wide)\", \"asin\": \"B0CM5NSHCT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"BABUDOG Women's Breathable Mesh Flats Shoes, Soft Loafers Flats, White Slip on Shoes Loafers(Pink.US8)\", \"asin\": \"B09ZQCX1MR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"benassal Women Bunion Shoes Orthopedic Slip On Loafers Low Heel Pumps (5,Beige)\", \"asin\": \"B0D8Q69TSS\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"DOBOLIN Women's Heels Arch Support Pumps Closed Round Toe Dress Shoes Flight Attendant Shoes Office Work Business 2.2-Inch Block Chunky Low Heels Comfortable Dressy Nude Size 8\", \"asin\": \"B0DQ8BWYS1\", \"price\": \"$39.55\", \"quantity\": \"\"},\n {\"title\": \"DEXJEWU Women's Loafers Flats Comfortable Slip-on Bowknot Walking Dressy Penny Shoes with Arch Support, 009 Navy, 6 US\", \"asin\": \"B0DCF9KWDH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women's Floral Ballet Flats for Women Black Beige Slip On Flowers PU Leather Round Toe Dress Shoes(White,US7)\", \"asin\": \"B09WJ5VC75\", \"price\": \"$25.89\", \"quantity\": \"\"},\n {\"title\": \"ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (White PU 6.5)\", \"asin\": \"B0DPTDGZ48\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Fangsto Women's Genuine Leather Loafers Flats Working Shoes Slip Ons US Size 5.5 White\", \"asin\": \"B01KS6NY3U\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:36:48.476Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:36:48.476Z
|
click
|
review
|
rule
|
2025-05-02T03:36:48.476Z
|
train
| 665 |
2025-05-02T03:36:48.476Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office"
},
{
"price": "$21.49"
},
{
"bullet_list": "PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion."
},
{
"asin": "B0DRY2Q4KP"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "5"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "Women\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Tan 6.5)", "asin": "B0C8FJRGM8", "price": "$37.77", "quantity": ""},
{"title": "ARRAY Women's Katie Classic Slip-On Leather Loafer, 8.5 W (Wide), Black Patent", "asin": "B0CCBKK4B1", "price": "$36.38", "quantity": ""},
{"title": "DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats Microfiber (Black 6.5)", "asin": "B0CM6PTJBZ", "price": "$36.99", "quantity": ""},
{"title": "DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort PU (Black 11)", "asin": "B0CQWG733V", "price": "$28.99", "quantity": ""},
{"title": "Cvistpieo Loafers for Women Business Casual Shoes Comfortable & Lightweight Penny Loafers Slip On Work Flats Leather Beige White Size 8", "asin": "B0BP1WV3X7", "price": "$34.19", "quantity": ""},
{"title": "DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats White 7.5", "asin": "B0BN2BXXMP", "price": "$34.99", "quantity": ""},
{"title": "Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)", "asin": "B0CXSP16S1", "price": "$39.99", "quantity": ""},
{"title": "Saidoteto Women's Ballet Flats,Comfortable Round Toe Slip-On Elastic Knit Flat Shoes Casual Office Dress Shoes for Work & Walking. Beige Size 8.5 WFT240810-02", "asin": "B0DJNHK114", "price": "$28.99", "quantity": ""},
{"title": "Saidoteto Women's Ballet Flats - Comfortable Round Toe Knit Slip-On Shoes, Casual Office Dress Flats for Work. Beige Size 9.5 WFT240810-01", "asin": "B0DJNGNP9T", "price": "$28.99", "quantity": ""},
{"title": "BABUDOG Womens Flats with Synthetic Leather,Classic Black and White Flats Shoes,Dress Shoes for Women(White.US9)", "asin": "B0CWN82YF8", "price": "$19.99", "quantity": ""},
{"title": "Women\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)", "asin": "B0C8FJG3LW", "price": "$37.77", "quantity": ""},
{"title": "Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)", "asin": "B0CXSP16S1", "price": "$39.99", "quantity": ""},
{"title": "Ataiwee Women's Wide Width Flat Shoes, Comfortable Casual Round Toe Plus Size Cute Round Toe Slip on Loafer Shoes.(1910013-6,WR/FK,11 Wide)", "asin": "B0CM5NSHCT", "price": "$36.99", "quantity": ""},
{"title": "BABUDOG Women's Breathable Mesh Flats Shoes, Soft Loafers Flats, White Slip on Shoes Loafers(Pink.US8)", "asin": "B09ZQCX1MR", "price": "$25.99", "quantity": ""},
{"title": "FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)", "asin": "B08B8QBBD4", "price": "$24.69", "quantity": ""},
{"title": "benassal Women Bunion Shoes Orthopedic Slip On Loafers Low Heel Pumps (5,Beige)", "asin": "B0D8Q69TSS", "price": "$59.99", "quantity": ""},
{"title": "DOBOLIN Women's Heels Arch Support Pumps Closed Round Toe Dress Shoes Flight Attendant Shoes Office Work Business 2.2-Inch Block Chunky Low Heels Comfortable Dressy Nude Size 8", "asin": "B0DQ8BWYS1", "price": "$39.55", "quantity": ""},
{"title": "DEXJEWU Women's Loafers Flats Comfortable Slip-on Bowknot Walking Dressy Penny Shoes with Arch Support, 009 Navy, 6 US", "asin": "B0DCF9KWDH", "price": "$35.99", "quantity": ""},
{"title": "HEAWISH Women's Floral Ballet Flats for Women Black Beige Slip On Flowers PU Leather Round Toe Dress Shoes(White,US7)", "asin": "B09WJ5VC75", "price": "$25.89", "quantity": ""},
{"title": "ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (White PU 6.5)", "asin": "B0DPTDGZ48", "price": "$37.99", "quantity": ""},
{"title": "Fangsto Women's Genuine Leather Loafers Flats Working Shoes Slip Ons US Size 5.5 White", "asin": "B01KS6NY3U", "price": "$24.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:36:48.476Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>review</answer_argument>",
"index": 665,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$21.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY2Q4KP\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"5\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Tan 6.5)\", \"asin\": \"B0C8FJRGM8\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"ARRAY Women's Katie Classic Slip-On Leather Loafer, 8.5 W (Wide), Black Patent\", \"asin\": \"B0CCBKK4B1\", \"price\": \"$36.38\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats Microfiber (Black 6.5)\", \"asin\": \"B0CM6PTJBZ\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort PU (Black 11)\", \"asin\": \"B0CQWG733V\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Cvistpieo Loafers for Women Business Casual Shoes Comfortable & Lightweight Penny Loafers Slip On Work Flats Leather Beige White Size 8\", \"asin\": \"B0BP1WV3X7\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats White 7.5\", \"asin\": \"B0BN2BXXMP\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)\", \"asin\": \"B0CXSP16S1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Saidoteto Women's Ballet Flats,Comfortable Round Toe Slip-On Elastic Knit Flat Shoes Casual Office Dress Shoes for Work & Walking. Beige Size 8.5 WFT240810-02\", \"asin\": \"B0DJNHK114\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Saidoteto Women's Ballet Flats - Comfortable Round Toe Knit Slip-On Shoes, Casual Office Dress Flats for Work. Beige Size 9.5 WFT240810-01\", \"asin\": \"B0DJNGNP9T\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"BABUDOG Womens Flats with Synthetic Leather,Classic Black and White Flats Shoes,Dress Shoes for Women(White.US9)\", \"asin\": \"B0CWN82YF8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes - Fashionable Round Toe Soft Breathable Plus Size Non-Slip Loafers.(1910013-7,WR/FK,6.5 Wide)\", \"asin\": \"B0CXSP16S1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Ataiwee Women's Wide Width Flat Shoes, Comfortable Casual Round Toe Plus Size Cute Round Toe Slip on Loafer Shoes.(1910013-6,WR/FK,11 Wide)\", \"asin\": \"B0CM5NSHCT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"BABUDOG Women's Breathable Mesh Flats Shoes, Soft Loafers Flats, White Slip on Shoes Loafers(Pink.US8)\", \"asin\": \"B09ZQCX1MR\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"FRACORA Women's Ballet Flat Shoes Breathable Leather Slip on Flats Loafers Girls Dress Shoes Walking Shoes (Beige.US7)\", \"asin\": \"B08B8QBBD4\", \"price\": \"$24.69\", \"quantity\": \"\"},\n {\"title\": \"benassal Women Bunion Shoes Orthopedic Slip On Loafers Low Heel Pumps (5,Beige)\", \"asin\": \"B0D8Q69TSS\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"DOBOLIN Women's Heels Arch Support Pumps Closed Round Toe Dress Shoes Flight Attendant Shoes Office Work Business 2.2-Inch Block Chunky Low Heels Comfortable Dressy Nude Size 8\", \"asin\": \"B0DQ8BWYS1\", \"price\": \"$39.55\", \"quantity\": \"\"},\n {\"title\": \"DEXJEWU Women's Loafers Flats Comfortable Slip-on Bowknot Walking Dressy Penny Shoes with Arch Support, 009 Navy, 6 US\", \"asin\": \"B0DCF9KWDH\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women's Floral Ballet Flats for Women Black Beige Slip On Flowers PU Leather Round Toe Dress Shoes(White,US7)\", \"asin\": \"B09WJ5VC75\", \"price\": \"$25.89\", \"quantity\": \"\"},\n {\"title\": \"ABEJOJO Women's Loafer Shoes, Comfortable Slip on Casual Flat Penny Shoes for Walking, Driving, Dressy (White PU 6.5)\", \"asin\": \"B0DPTDGZ48\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Fangsto Women's Genuine Leather Loafers Flats Working Shoes Slip Ons US Size 5.5 White\", \"asin\": \"B01KS6NY3U\", \"price\": \"$24.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:36:48.476Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$21.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY2Q4KP\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (9.5,Nude)\", \"asin\": \"B0CMXD9DZN\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Flats Slip Ons Work Shoes, Beige, Size 9W\", \"asin\": \"B0CZ99KBJM\", \"price\": \"$33.69\", \"quantity\": \"\"},\n {\"title\": \"ARRAY Women's Katie Classic Slip-On Leather Loafer, 8.5 W (Wide), Black Patent\", \"asin\": \"B0CCBKK4B1\", \"price\": \"$36.38\", \"quantity\": \"\"},\n {\"title\": \"hash bubbie Women's Flats Shoes Ballet Flats Dress Shoes Comfortable PU Leather Slip on Shoes for Women(White.US7)\", \"asin\": \"B09YC86MCX\", \"price\": \"$21.51\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats Black Leather 8\", \"asin\": \"B0B8ZWHRL6\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Brown Leather 7)\", \"asin\": \"B0C8FH2CPQ\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats PU (Blue 8)\", \"asin\": \"B0CM6PHXD1\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Ortho+rest Women Bunion Dress Shoes Low Heel Orthopedic Slip on Loafers Orthotic Pumps (5M,Navy)\", \"asin\": \"B0DPW535N9\", \"price\": \"$53.99\", \"quantity\": \"\"},\n {\"title\": \"FINIWOR Loafers for Women Flats Shoes Women Pointed Toe Dress Shoes Comfortable Memory Foam Penny Loafers Slip On Shoes(Black US8.5)\", \"asin\": \"B0D1V2RDHM\", \"price\": \"$23.19\", \"quantity\": \"\"},\n {\"title\": \"BABUDOG Womens Flats with Synthetic Leather,Classic Black and White Flats Shoes,Dress Shoes for Women(White.US9)\", \"asin\": \"B0CWN82YF8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Dressy Comfortable Women's Ballet Flats Shoes Casual Black Flats Round Toe Womens Slip on Shoes PU Leather Flats Summer with Diamond Eyelets(Beige.us10)\", \"asin\": \"B0CTCK42Z7\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (9.5,Nude)\", \"asin\": \"B0CMXD9DZN\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Flats Slip Ons Work Shoes, Beige, Size 9W\", \"asin\": \"B0CZ99KBJM\", \"price\": \"$33.69\", \"quantity\": \"\"},\n {\"title\": \"benassal Women Slip-On Barefoot Shoe Comfortable Dress Shoes Loafers (6.5,Black)\", \"asin\": \"B0DLN7YC4V\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:37:35.249Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:37:35.249Z
|
click
|
product_option
|
rule
|
2025-05-02T03:37:35.249Z
|
train
| 666 |
2025-05-02T03:37:35.249Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office"
},
{
"price": "$21.49"
},
{
"bullet_list": "PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion."
},
{
"asin": "B0DRY2Q4KP"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (9.5,Nude)", "asin": "B0CMXD9DZN", "price": "$59.99", "quantity": ""},
{"title": "BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Flats Slip Ons Work Shoes, Beige, Size 9W", "asin": "B0CZ99KBJM", "price": "$33.69", "quantity": ""},
{"title": "ARRAY Women's Katie Classic Slip-On Leather Loafer, 8.5 W (Wide), Black Patent", "asin": "B0CCBKK4B1", "price": "$36.38", "quantity": ""},
{"title": "hash bubbie Women's Flats Shoes Ballet Flats Dress Shoes Comfortable PU Leather Slip on Shoes for Women(White.US7)", "asin": "B09YC86MCX", "price": "$21.51", "quantity": ""},
{"title": "DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats Black Leather 8", "asin": "B0B8ZWHRL6", "price": "$34.19", "quantity": ""},
{"title": "Women\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Brown Leather 7)", "asin": "B0C8FH2CPQ", "price": "$37.77", "quantity": ""},
{"title": "DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats PU (Blue 8)", "asin": "B0CM6PHXD1", "price": "$37.99", "quantity": ""},
{"title": "Ortho+rest Women Bunion Dress Shoes Low Heel Orthopedic Slip on Loafers Orthotic Pumps (5M,Navy)", "asin": "B0DPW535N9", "price": "$53.99", "quantity": ""},
{"title": "FINIWOR Loafers for Women Flats Shoes Women Pointed Toe Dress Shoes Comfortable Memory Foam Penny Loafers Slip On Shoes(Black US8.5)", "asin": "B0D1V2RDHM", "price": "$23.19", "quantity": ""},
{"title": "BABUDOG Womens Flats with Synthetic Leather,Classic Black and White Flats Shoes,Dress Shoes for Women(White.US9)", "asin": "B0CWN82YF8", "price": "$19.99", "quantity": ""},
{"title": "Shupua Flats for Women Dressy Comfortable Women's Ballet Flats Shoes Casual Black Flats Round Toe Womens Slip on Shoes PU Leather Flats Summer with Diamond Eyelets(Beige.us10)", "asin": "B0CTCK42Z7", "price": "$22.99", "quantity": ""},
{"title": "Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (9.5,Nude)", "asin": "B0CMXD9DZN", "price": "$59.99", "quantity": ""},
{"title": "BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Flats Slip Ons Work Shoes, Beige, Size 9W", "asin": "B0CZ99KBJM", "price": "$33.69", "quantity": ""},
{"title": "benassal Women Slip-On Barefoot Shoe Comfortable Dress Shoes Loafers (6.5,Black)", "asin": "B0DLN7YC4V", "price": "$59.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:37:35.249Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 666,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$21.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY2Q4KP\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (9.5,Nude)\", \"asin\": \"B0CMXD9DZN\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Flats Slip Ons Work Shoes, Beige, Size 9W\", \"asin\": \"B0CZ99KBJM\", \"price\": \"$33.69\", \"quantity\": \"\"},\n {\"title\": \"ARRAY Women's Katie Classic Slip-On Leather Loafer, 8.5 W (Wide), Black Patent\", \"asin\": \"B0CCBKK4B1\", \"price\": \"$36.38\", \"quantity\": \"\"},\n {\"title\": \"hash bubbie Women's Flats Shoes Ballet Flats Dress Shoes Comfortable PU Leather Slip on Shoes for Women(White.US7)\", \"asin\": \"B09YC86MCX\", \"price\": \"$21.51\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Loafer Shoes Leisure Slip On Work Shoes Comfort Walking Flats Black Leather 8\", \"asin\": \"B0B8ZWHRL6\", \"price\": \"$34.19\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Brown Leather 7)\", \"asin\": \"B0C8FH2CPQ\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Womens Loafers Shoes Fashion Low Heel Slip on Shoes Comfortable Driving Flats PU (Blue 8)\", \"asin\": \"B0CM6PHXD1\", \"price\": \"$37.99\", \"quantity\": \"\"},\n {\"title\": \"Ortho+rest Women Bunion Dress Shoes Low Heel Orthopedic Slip on Loafers Orthotic Pumps (5M,Navy)\", \"asin\": \"B0DPW535N9\", \"price\": \"$53.99\", \"quantity\": \"\"},\n {\"title\": \"FINIWOR Loafers for Women Flats Shoes Women Pointed Toe Dress Shoes Comfortable Memory Foam Penny Loafers Slip On Shoes(Black US8.5)\", \"asin\": \"B0D1V2RDHM\", \"price\": \"$23.19\", \"quantity\": \"\"},\n {\"title\": \"BABUDOG Womens Flats with Synthetic Leather,Classic Black and White Flats Shoes,Dress Shoes for Women(White.US9)\", \"asin\": \"B0CWN82YF8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Dressy Comfortable Women's Ballet Flats Shoes Casual Black Flats Round Toe Womens Slip on Shoes PU Leather Flats Summer with Diamond Eyelets(Beige.us10)\", \"asin\": \"B0CTCK42Z7\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Ortho+rest Women Orthopedic Dress Shoes Bunions Loafers Slip On Orthotic Shoes (9.5,Nude)\", \"asin\": \"B0CMXD9DZN\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"BGSTGUDS Women's Wide Loafers Shoes Cute Dressy Shoes Ladies Comfort Flats Slip Ons Work Shoes, Beige, Size 9W\", \"asin\": \"B0CZ99KBJM\", \"price\": \"$33.69\", \"quantity\": \"\"},\n {\"title\": \"benassal Women Slip-On Barefoot Shoe Comfortable Dress Shoes Loafers (6.5,Black)\", \"asin\": \"B0DLN7YC4V\", \"price\": \"$59.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:37:35.249Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$21.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY4ZXBM\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort PU (Black 11)\", \"asin\": \"B0CQWG733V\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Ballet Flats Shoes Women\\u2019s Comfortable Dress Shoes Slip on Shoes Women Black Round Toe PU Leather Summer Flat with Floral Eyelets(Black.us6)\", \"asin\": \"B0CTCCYTXR\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"hash bubbie Women's Flats Shoes Ballet Flats Dress Shoes Comfortable PU Leather Slip on Shoes for Women(Brown .US9)\", \"asin\": \"B09YC6G1V3\", \"price\": \"$21.51\", \"quantity\": \"\"},\n {\"title\": \"Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width\", \"asin\": \"B0C951MKX7\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"VenusCelia Women's Buckle Dance Flats Shoes (7 M US,Navy-PU)\", \"asin\": \"B0CCJY1LTM\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Frank Mully Womens Flat Shoes Classic Pointed Toe Flats Knitted Dress Shoes Soft Flats for Woman Comfortable Dressy Orange,9\", \"asin\": \"B0CQLRVLSX\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"VenusCelia Women's Buckle Dance Flats Shoes (7 M US,Navy-PU)\", \"asin\": \"B0CCJY1LTM\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women\\u2019s Round Toe Flats Shoes Ballet Flats Dressy Comfortable Flats for Women(Black, US10)\", \"asin\": \"B0C9TBL9KV\", \"price\": \"$23.30\", \"quantity\": \"\"},\n {\"title\": \"Frank Mully Womens Flat Shoes Classic Pointed Toe Flats Knitted Dress Shoes Soft Flats for Woman Comfortable Dressy Orange,9\", \"asin\": \"B0CQLRVLSX\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort, Grid PU (White 9.5)\", \"asin\": \"B0CQWG7S2D\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width\", \"asin\": \"B0C951MKX7\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Ballet Flats Shoes Women\\u2019s Comfortable Dress Shoes Slip on Shoes Women Black Round Toe PU Leather Summer Flat with Floral Eyelets(Black.us6)\", \"asin\": \"B0CTCCYTXR\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:02.697Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:02.697Z
|
purchase
|
B0DRY4ZXBM
|
rule
|
2025-05-02T03:38:02.697Z
|
train
| 667 |
2025-05-02T03:38:02.697Z
|
purchase
|
B0DRY4ZXBM
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "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": "dress+shoes+for+women"
}
],
"product_details": [
{
"title": "Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office"
},
{
"price": "$21.49"
},
{
"bullet_list": "PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion."
},
{
"asin": "B0DRY4ZXBM"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Black"
}
],
"promotion_items": [
{"title": "DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort PU (Black 11)", "asin": "B0CQWG733V", "price": "$28.99", "quantity": ""},
{"title": "Women\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)", "asin": "B0C8FJG3LW", "price": "$37.77", "quantity": ""},
{"title": "Shupua Flats for Women Ballet Flats Shoes Women\u2019s Comfortable Dress Shoes Slip on Shoes Women Black Round Toe PU Leather Summer Flat with Floral Eyelets(Black.us6)", "asin": "B0CTCCYTXR", "price": "$22.99", "quantity": ""},
{"title": "hash bubbie Women's Flats Shoes Ballet Flats Dress Shoes Comfortable PU Leather Slip on Shoes for Women(Brown .US9)", "asin": "B09YC6G1V3", "price": "$21.51", "quantity": ""},
{"title": "Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width", "asin": "B0C951MKX7", "price": "$49.99", "quantity": ""},
{"title": "VenusCelia Women's Buckle Dance Flats Shoes (7 M US,Navy-PU)", "asin": "B0CCJY1LTM", "price": "$32.99", "quantity": ""},
{"title": "Frank Mully Womens Flat Shoes Classic Pointed Toe Flats Knitted Dress Shoes Soft Flats for Woman Comfortable Dressy Orange,9", "asin": "B0CQLRVLSX", "price": "$39.99", "quantity": ""},
{"title": "VenusCelia Women's Buckle Dance Flats Shoes (7 M US,Navy-PU)", "asin": "B0CCJY1LTM", "price": "$32.99", "quantity": ""},
{"title": "HEAWISH Women\u2019s Round Toe Flats Shoes Ballet Flats Dressy Comfortable Flats for Women(Black, US10)", "asin": "B0C9TBL9KV", "price": "$23.30", "quantity": ""},
{"title": "Frank Mully Womens Flat Shoes Classic Pointed Toe Flats Knitted Dress Shoes Soft Flats for Woman Comfortable Dressy Orange,9", "asin": "B0CQLRVLSX", "price": "$39.99", "quantity": ""},
{"title": "DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort, Grid PU (White 9.5)", "asin": "B0CQWG7S2D", "price": "$33.99", "quantity": ""},
{"title": "Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width", "asin": "B0C951MKX7", "price": "$49.99", "quantity": ""},
{"title": "Shupua Flats for Women Ballet Flats Shoes Women\u2019s Comfortable Dress Shoes Slip on Shoes Women Black Round Toe PU Leather Summer Flat with Floral Eyelets(Black.us6)", "asin": "B0CTCCYTXR", "price": "$22.99", "quantity": ""},
{"title": "Women\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)", "asin": "B0C8FJG3LW", "price": "$37.77", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:02.697Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>purchase</answer_action><answer_argument>B0DRY4ZXBM</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DRY4ZXBM</answer_argument>",
"index": 667,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dress+shoes+for+women\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Women's Flats Dress Shoes Comfortable PU Leather Casual Slip on Shoes Loafers Business Work Office\"\n},\n {\n \"price\": \"$21.49\"\n},\n {\n \"bullet_list\": \"PU Leather Upper: These women's dress shoes feature a stylish PU Leather upper with intricate patterns, adding an elegant touch to your look. design ensures comfort while exuding sophistication. Round Toe Design: Unlike traditional pointed flats, the round toe provides extra space, ensuring a snug yet comfortable fit. Ideal for women\\u2019s work shoes or loafers shoes. Memory Foam Insole: Cushioned for long-lasting comfort, these slip on shoes are great for work, driving, or even weddings. Great as teacher shoes or dressy shoes. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion. ersatile Colors: Available in multiple shades, these cute PU Leather shoes pair effortlessly with dresses, jeans, or skirts, making them stylish ballet flats for any occasion.\"\n},\n {\n \"asin\": \"B0DRY4ZXBM\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Black\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort PU (Black 11)\", \"asin\": \"B0CQWG733V\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Ballet Flats Shoes Women\\u2019s Comfortable Dress Shoes Slip on Shoes Women Black Round Toe PU Leather Summer Flat with Floral Eyelets(Black.us6)\", \"asin\": \"B0CTCCYTXR\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"hash bubbie Women's Flats Shoes Ballet Flats Dress Shoes Comfortable PU Leather Slip on Shoes for Women(Brown .US9)\", \"asin\": \"B09YC6G1V3\", \"price\": \"$21.51\", \"quantity\": \"\"},\n {\"title\": \"Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width\", \"asin\": \"B0C951MKX7\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"VenusCelia Women's Buckle Dance Flats Shoes (7 M US,Navy-PU)\", \"asin\": \"B0CCJY1LTM\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Frank Mully Womens Flat Shoes Classic Pointed Toe Flats Knitted Dress Shoes Soft Flats for Woman Comfortable Dressy Orange,9\", \"asin\": \"B0CQLRVLSX\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"VenusCelia Women's Buckle Dance Flats Shoes (7 M US,Navy-PU)\", \"asin\": \"B0CCJY1LTM\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"HEAWISH Women\\u2019s Round Toe Flats Shoes Ballet Flats Dressy Comfortable Flats for Women(Black, US10)\", \"asin\": \"B0C9TBL9KV\", \"price\": \"$23.30\", \"quantity\": \"\"},\n {\"title\": \"Frank Mully Womens Flat Shoes Classic Pointed Toe Flats Knitted Dress Shoes Soft Flats for Woman Comfortable Dressy Orange,9\", \"asin\": \"B0CQLRVLSX\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"DeYashopin Women's Flats Shoes Non-Slip Ballet Shoes for Dressy Occasions,Walking and Driving Lightweight & Flexible for Comfort, Grid PU (White 9.5)\", \"asin\": \"B0CQWG7S2D\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"Lauren Blakwell Ellory - Women's Low Cut Faux Leather Heeled Ankle Bootie Black, Size 7.0 Medium Width\", \"asin\": \"B0C951MKX7\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"Shupua Flats for Women Ballet Flats Shoes Women\\u2019s Comfortable Dress Shoes Slip on Shoes Women Black Round Toe PU Leather Summer Flat with Floral Eyelets(Black.us6)\", \"asin\": \"B0CTCCYTXR\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Women\\u2019s Loafer Casual On Flat Shoes Classy and Comfortable Slip On Flat Shoes (Blue Suede 9)\", \"asin\": \"B0C8FJG3LW\", \"price\": \"$37.77\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:02.697Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:23.298Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:23.298Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:23.298Z
|
train
| 668 |
2025-05-02T03:38:23.298Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:23.298Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 668,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:23.298Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:25.329Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:25.329Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:25.329Z
|
train
| 669 |
2025-05-02T03:38:25.329Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:25.329Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 669,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:25.329Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:26.495Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:26.495Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:26.495Z
|
train
| 670 |
2025-05-02T03:38:26.495Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:26.495Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 670,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:26.495Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:27.476Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:27.476Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:27.476Z
|
train
| 671 |
2025-05-02T03:38:27.476Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:27.476Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 671,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:27.476Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:28.707Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:28.707Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:28.707Z
|
train
| 672 |
2025-05-02T03:38:28.707Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:28.707Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 672,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:28.707Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:29.757Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:29.757Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:29.757Z
|
train
| 673 |
2025-05-02T03:38:29.757Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:29.757Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 673,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:29.757Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:30.706Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:30.706Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:30.706Z
|
train
| 674 |
2025-05-02T03:38:30.706Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:30.706Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 674,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:30.706Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:31.726Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:31.726Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:31.726Z
|
train
| 675 |
2025-05-02T03:38:31.726Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:31.726Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 675,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:31.726Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:32.579Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:32.579Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:32.579Z
|
train
| 676 |
2025-05-02T03:38:32.579Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:32.579Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 676,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:32.579Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:33.485Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:33.485Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:33.485Z
|
train
| 677 |
2025-05-02T03:38:33.485Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:33.485Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 677,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:33.485Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:34.423Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:34.423Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:34.423Z
|
train
| 678 |
2025-05-02T03:38:34.423Z
|
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 button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:34.423Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 678,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:34.423Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:35.325Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:35.325Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:35.325Z
|
train
| 679 |
2025-05-02T03:38:35.325Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:35.325Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 679,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"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{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:35.325Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:36.272Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:36.272Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:36.272Z
|
train
| 680 |
2025-05-02T03:38:36.272Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:36.272Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 680,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:36.272Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:37.385Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:37.385Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:37.385Z
|
train
| 681 |
2025-05-02T03:38:37.385Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:37.385Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 681,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:37.385Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:38.490Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:38.490Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:38.490Z
|
train
| 682 |
2025-05-02T03:38:38.490Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:38.490Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 682,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:38.490Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:39.563Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:39.563Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:39.563Z
|
train
| 683 |
2025-05-02T03:38:39.563Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:39.563Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 683,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:39.563Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:40.792Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:40.792Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:40.792Z
|
train
| 684 |
2025-05-02T03:38:40.792Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:40.792Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 684,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:40.792Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:42.972Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:42.972Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:42.972Z
|
train
| 685 |
2025-05-02T03:38:42.972Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:42.972Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 685,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:42.972Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:44.073Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:44.073Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:44.073Z
|
train
| 686 |
2025-05-02T03:38:44.073Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:44.073Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 686,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:44.073Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:45.496Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:45.496Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:45.496Z
|
train
| 687 |
2025-05-02T03:38:45.496Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:45.496Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 687,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:45.496Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:48.490Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:48.490Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:48.490Z
|
train
| 688 |
2025-05-02T03:38:48.490Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:48.490Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 688,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:48.490Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:49.590Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:38:49.590Z
|
click
|
product_option
|
rule
|
2025-05-02T03:38:49.590Z
|
train
| 689 |
2025-05-02T03:38:49.590Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:38:49.590Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 689,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:38:49.590Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:01.738Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:39:01.738Z
|
click
|
product_option
|
rule
|
2025-05-02T03:39:01.738Z
|
train
| 690 |
2025-05-02T03:39:01.738Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:39:01.738Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 690,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:01.738Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:03.808Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:39:03.808Z
|
click
|
product_option
|
rule
|
2025-05-02T03:39:03.808Z
|
train
| 691 |
2025-05-02T03:39:03.808Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:39:03.808Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 691,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:03.808Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:05.389Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:39:05.389Z
|
click
|
product_option
|
rule
|
2025-05-02T03:39:05.389Z
|
train
| 692 |
2025-05-02T03:39:05.389Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:39:05.389Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 692,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:05.389Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:06.527Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:39:06.527Z
|
click
|
product_option
|
rule
|
2025-05-02T03:39:06.527Z
|
train
| 693 |
2025-05-02T03:39:06.527Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:39:06.527Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 693,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:06.527Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:09.172Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:39:09.172Z
|
click
|
product_option
|
rule
|
2025-05-02T03:39:09.172Z
|
train
| 694 |
2025-05-02T03:39:09.172Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:39:09.172Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 694,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:09.172Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:10.237Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:39:10.237Z
|
click
|
product_option
|
rule
|
2025-05-02T03:39:10.237Z
|
train
| 695 |
2025-05-02T03:39:10.237Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:39:10.237Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 695,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:10.237Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:11.186Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:39:11.186Z
|
click
|
product_option
|
rule
|
2025-05-02T03:39:11.186Z
|
train
| 696 |
2025-05-02T03:39:11.186Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:39:11.186Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 696,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:11.186Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:12.154Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:39:12.154Z
|
click
|
product_option
|
rule
|
2025-05-02T03:39:12.154Z
|
train
| 697 |
2025-05-02T03:39:12.154Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:39:12.154Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 697,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:12.154Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:13.118Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:39:13.118Z
|
click
|
product_option
|
rule
|
2025-05-02T03:39:13.118Z
|
train
| 698 |
2025-05-02T03:39:13.118Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:39:13.118Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 698,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:13.118Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:14.176Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-05-02T03:39:14.176Z
|
click
|
product_option
|
rule
|
2025-05-02T03:39:14.176Z
|
train
| 699 |
2025-05-02T03:39:14.176Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "click_type",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
{"timestamp": "2025-04-09T20:40:36.739Z", "action": "input", "action_argument": "japanese mini kit kat"}
{"timestamp": "2025-04-09T20:46:03.874Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:47:04.911Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-09T20:51:03.991Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:24.012Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:50.247Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:53.480Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:52:58.777Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:00.927Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-09T20:53:08.595Z", "action": "purchase", "action_argument": "B0DJ854XR5"}
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
{"timestamp": "2025-04-12T01:07:28.744Z", "action": "input", "action_argument": "sticky notes"}
{"timestamp": "2025-04-12T01:41:02.579Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-12T01:41:21.981Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T01:41:28.560Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:23:48.839Z", "action": "input", "action_argument": "always+ultra+thin+pads regular"}
{"timestamp": "2025-04-12T17:24:29.365Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T17:24:33.460Z", "action": "purchase", "action_argument": "B00G8DDCEE"}
{"timestamp": "2025-04-12T23:46:14.011Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-12T23:46:36.177Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-13T21:11:27.286Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:32.271Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:11:42.672Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-13T21:14:50.605Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:14:59.133Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:02.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:04.823Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-13T21:15:08.373Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-13T21:15:10.937Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-14T01:39:29.917Z", "action": "input", "action_argument": "post it notes"}
{"timestamp": "2025-04-14T01:39:46.757Z", "action": "click_product", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:46.683Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:40:56.477Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:05.492Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-14T01:41:23.020Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:41:27.655Z", "action": "purchase", "action_argument": "B0CMGJ6FRB"}
{"timestamp": "2025-04-14T01:42:10.423Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T01:42:14.723Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T18:02:55.855Z", "action": "input", "action_argument": "paper quilling kit"}
{"timestamp": "2025-04-15T18:04:19.566Z", "action": "click_product", "action_argument": "B00Z1EEB28"}
{"timestamp": "2025-04-29T16:14:07.634Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:14:38.909Z", "action": "input", "action_argument": "air jordans for women"}
{"timestamp": "2025-04-29T16:15:32.061Z", "action": "click_product", "action_argument": "B09VCJYS93"}
{"timestamp": "2025-04-29T16:16:45.142Z", "action": "click_product", "action_argument": "B082Y3PN8G"}
{"timestamp": "2025-04-29T16:33:30.464Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:34:20.553Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:57:51.184Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T16:59:34.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:37.459Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:39.587Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:41.203Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:42.738Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:44.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:46.505Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T16:59:48.040Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:42.192Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-29T17:00:51.033Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:09.915Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-29T17:01:28.869Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:26:39.268Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-01T04:27:14.950Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-01T04:27:29.676Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:17.669Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:16:35.546Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:16:55.698Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:00.558Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:02.966Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:06.412Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:09.331Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:10.646Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:13.259Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:14.467Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:16.124Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:17.459Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:19.810Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:17:30.303Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:28.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:30:51.566Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:03.409Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:05.916Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:31:28.300Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:31:59.861Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:32.689Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:34:55.437Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:35:11.583Z", "action": "input", "action_argument": "dress+shoes+for+women"}
{"timestamp": "2025-05-02T03:36:27.082Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:30.881Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:36:42.171Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:36:48.476Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-05-02T03:37:35.249Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:02.697Z", "action": "purchase", "action_argument": "B0DRY4ZXBM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T03:38:23.298Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:25.329Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:26.495Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:27.476Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:28.707Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:29.757Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:30.706Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:31.726Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:32.579Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:33.485Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:34.423Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:35.325Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:36.272Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:37.385Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:38.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:39.563Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:40.792Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:42.972Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:44.073Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:45.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:48.490Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:38:49.590Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:01.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:03.808Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:05.389Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:06.527Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:09.172Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:10.237Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:11.186Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:12.154Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-02T03:39:13.118Z", "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": ""
}
],
"product_details": [
{
"title": "Vans Women's Ward Platform Suede Trainers"
},
{
"bullet_list": "Vans Unisex Shoes Fashion Shoes Black/White"
},
{
"asin": "B078W3J8RX"
}
],
"product_options": [
{
"Size": "6"
},
{
"Color": "Canvas Citadel"
}
],
"promotion_items": [
{"title": "", "asin": "", "price": "$79.00", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9", "asin": "B0B13RYJR9", "price": "$69.98", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 6", "asin": "B01N1W9WKR", "price": "$44.93", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)", "asin": "B0CHJNCBWB", "price": "$19.94", "quantity": ""},
{"title": "DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5", "asin": "B0CQNZQ59B", "price": "$20.39", "quantity": ""},
{"title": "kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)", "asin": "B08LSL9XTQ", "price": "$18.99", "quantity": ""},
{"title": "Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)", "asin": "B07YTX3HZX", "price": "$21.24", "quantity": ""},
{"title": "Keds Women's Triple Kick Leather Sneaker, White, 5", "asin": "B01MU4K809", "price": "$44.93", "quantity": ""},
{"title": "THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9", "asin": "B09YLSZJN8", "price": "$19.99", "quantity": ""},
{"title": "Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5", "asin": "B09Z747HCF", "price": "$62.04", "quantity": ""},
{"title": "Keds Women's Triple Kick Sneaker, White Canvas, 10", "asin": "B01MU4KAUY", "price": "$46.05", "quantity": ""},
{"title": "Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)", "asin": "B07YKDD9PZ", "price": "$25.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T03:39:14.176Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 699,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a button or clickable element on the Amazon website.\nAction Argument: The click_type is one of the buttons or clickable elements including review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter. Select one of these elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"click_type\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:40:36.739Z\", \"action\": \"input\", \"action_argument\": \"japanese mini kit kat\"}\n{\"timestamp\": \"2025-04-09T20:46:03.874Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:47:04.911Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-09T20:51:03.991Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:24.012Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:50.247Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:53.480Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:52:58.777Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:00.927Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-09T20:53:08.595Z\", \"action\": \"purchase\", \"action_argument\": \"B0DJ854XR5\"}\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n{\"timestamp\": \"2025-04-12T01:07:28.744Z\", \"action\": \"input\", \"action_argument\": \"sticky notes\"}\n{\"timestamp\": \"2025-04-12T01:41:02.579Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-12T01:41:21.981Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T01:41:28.560Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:23:48.839Z\", \"action\": \"input\", \"action_argument\": \"always+ultra+thin+pads regular\"}\n{\"timestamp\": \"2025-04-12T17:24:29.365Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T17:24:33.460Z\", \"action\": \"purchase\", \"action_argument\": \"B00G8DDCEE\"}\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-12T23:46:36.177Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-13T21:11:27.286Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:32.271Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:11:42.672Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-13T21:14:50.605Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:14:59.133Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:02.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:04.823Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-13T21:15:08.373Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-13T21:15:10.937Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-14T01:39:29.917Z\", \"action\": \"input\", \"action_argument\": \"post it notes\"}\n{\"timestamp\": \"2025-04-14T01:39:46.757Z\", \"action\": \"click_product\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:46.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:40:56.477Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:05.492Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-14T01:41:23.020Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:41:27.655Z\", \"action\": \"purchase\", \"action_argument\": \"B0CMGJ6FRB\"}\n{\"timestamp\": \"2025-04-14T01:42:10.423Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T01:42:14.723Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T18:02:55.855Z\", \"action\": \"input\", \"action_argument\": \"paper quilling kit\"}\n{\"timestamp\": \"2025-04-15T18:04:19.566Z\", \"action\": \"click_product\", \"action_argument\": \"B00Z1EEB28\"}\n{\"timestamp\": \"2025-04-29T16:14:07.634Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:14:38.909Z\", \"action\": \"input\", \"action_argument\": \"air jordans for women\"}\n{\"timestamp\": \"2025-04-29T16:15:32.061Z\", \"action\": \"click_product\", \"action_argument\": \"B09VCJYS93\"}\n{\"timestamp\": \"2025-04-29T16:16:45.142Z\", \"action\": \"click_product\", \"action_argument\": \"B082Y3PN8G\"}\n{\"timestamp\": \"2025-04-29T16:33:30.464Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:34:20.553Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:57:51.184Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T16:59:34.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:37.459Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:39.587Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:41.203Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:42.738Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:44.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:46.505Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T16:59:48.040Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:42.192Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-29T17:00:51.033Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:09.915Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-29T17:01:28.869Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:26:39.268Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-01T04:27:14.950Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-01T04:27:29.676Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:17.669Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:16:35.546Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:16:55.698Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:00.558Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:02.966Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:06.412Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:09.331Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:10.646Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:13.259Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:14.467Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:16.124Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:17.459Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:19.810Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:17:30.303Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:28.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:30:51.566Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:03.409Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:05.916Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:31:28.300Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:31:59.861Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:32.689Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:34:55.437Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:35:11.583Z\", \"action\": \"input\", \"action_argument\": \"dress+shoes+for+women\"}\n{\"timestamp\": \"2025-05-02T03:36:27.082Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:30.881Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:36:42.171Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:36:48.476Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-05-02T03:37:35.249Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:02.697Z\", \"action\": \"purchase\", \"action_argument\": \"B0DRY4ZXBM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T03:38:23.298Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:25.329Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:26.495Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:27.476Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:28.707Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:29.757Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:30.706Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:31.726Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:32.579Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:33.485Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:34.423Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:35.325Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:36.272Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:37.385Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:38.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:39.563Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:40.792Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:42.972Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:44.073Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:45.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:48.490Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:38:49.590Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:01.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:03.808Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:05.389Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:06.527Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:09.172Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:10.237Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:11.186Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:12.154Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-02T03:39:13.118Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"product_details\": [\n {\n \"title\": \"Vans Women's Ward Platform Suede Trainers\"\n},\n {\n \"bullet_list\": \"Vans Unisex Shoes Fashion Shoes Black/White\"\n},\n {\n \"asin\": \"B078W3J8RX\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"6\"\n},\n {\n \"Color\": \"Canvas Citadel\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"\", \"asin\": \"\", \"price\": \"$79.00\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, FTWWHT/FTWWHT/PUGRY3, 9\", \"asin\": \"B0B13RYJR9\", \"price\": \"$69.98\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 6\", \"asin\": \"B01N1W9WKR\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Iarus Womens Canvas Shoes Low top Sneakers for Womens Fashion Casual Shoes Walking Comfortable Shoes(black08)\", \"asin\": \"B0CHJNCBWB\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"DOUSSPRT Womens Walking Shoes Sock Casual Ladies Fashion Sneakers Comfortable Slip On Air Cushion Platform Pink 8.5\", \"asin\": \"B0CQNZQ59B\", \"price\": \"$20.39\", \"quantity\": \"\"},\n {\"title\": \"kufeiti Women's Canvas Slip On Shoes Sneakers for Women Fashion Comfortable White Black Elastic Sneakers for Women (6, Navy, Numeric_6)\", \"asin\": \"B08LSL9XTQ\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Women's Canvas Slip On Sneakers Fashion Flats Shoes White Canvas Shoes (Leopard, US9)\", \"asin\": \"B07YTX3HZX\", \"price\": \"$21.24\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Leather Sneaker, White, 5\", \"asin\": \"B01MU4K809\", \"price\": \"$44.93\", \"quantity\": \"\"},\n {\"title\": \"THATXUAOV Womens Platform Sneakers White Tennis Shoes Casual Low Top Fashion Sneakers(White,US9\", \"asin\": \"B09YLSZJN8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Reebok Club C Extra Platform Sneakers for Women, Chalk/Chalk/Glen Green, 8.5\", \"asin\": \"B09Z747HCF\", \"price\": \"$62.04\", \"quantity\": \"\"},\n {\"title\": \"Keds Women's Triple Kick Sneaker, White Canvas, 10\", \"asin\": \"B01MU4KAUY\", \"price\": \"$46.05\", \"quantity\": \"\"},\n {\"title\": \"Women's Slip On Canvas Sneaker Low Top Casual Walking Shoes Classic Comfort Flat Fashion Sneakers (White 07)\", \"asin\": \"B07YKDD9PZ\", \"price\": \"$25.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T03:39:14.176Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., select one from review, product_option, other, nav_bar, quantity, page_related, suggested_term, cart_side_bar, cart_page_select, filter), or product_asin\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
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