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Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"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\": \"kindle\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CFPJYX7P\"\n},\n {\n \"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Black\"\n},\n {\n \"price\": \"$159.99\"\n},\n {\n \"bullet_list\": \"Our fastest Kindle ever \\u2013 The next-generation 7\\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \\u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \\u2013 Your Kindle doesn\\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \\u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \\u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \\u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \\u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Option\": \"Without Kindle Unlimited\"\n},\n {\n \"Offer Type\": \"Without Lockscreen Ads\"\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\": \"2025-04-01T23:14:50.458Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-01T23:14:50.458Z
|
click
|
product_option
|
rule
|
2025-04-01T23:14:50.458Z
|
train
| 500 |
2025-04-01T23:14:50.458Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "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": "kindle"
}
],
"product_details": [
{
"asin": "B0CFPJYX7P"
},
{
"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Black"
},
{
"price": "$159.99"
},
{
"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers."
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Black"
},
{
"Option": "Without Kindle Unlimited"
},
{
"Offer Type": "Without Lockscreen Ads"
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-01T23:14:50.458Z", // the timestamp when this action occurs
"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": 500,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"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\": \"kindle\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CFPJYX7P\"\n},\n {\n \"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Black\"\n},\n {\n \"price\": \"$159.99\"\n},\n {\n \"bullet_list\": \"Our fastest Kindle ever \\u2013 The next-generation 7\\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \\u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \\u2013 Your Kindle doesn\\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \\u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \\u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \\u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \\u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Option\": \"Without Kindle Unlimited\"\n},\n {\n \"Offer Type\": \"Without Lockscreen Ads\"\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\": \"2025-04-01T23:14:50.458Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"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\": \"kindle\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DDZJS3SB\"\n},\n {\n \"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display, and weeks of battery life \\u2013 Without lockscreen ads \\u2013 Black\"\n},\n {\n \"bullet_list\": \"Our fastest Kindle ever \\u2013 The next-generation 7\\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \\u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \\u2013 Your Kindle doesn\\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \\u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \\u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \\u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \\u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Option\": \"Without Kindle Unlimited\"\n},\n {\n \"Offer Type\": \"Without Lockscreen Ads\"\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\": \"2025-04-01T23:15:49.203Z\", // 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
|
2025-04-01T23:15:49.203Z
|
click
|
other
|
rule
|
2025-04-01T23:15:49.203Z
|
train
| 501 |
2025-04-01T23:15:49.203Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "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": "kindle"
}
],
"product_details": [
{
"asin": "B0DDZJS3SB"
},
{
"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display, and weeks of battery life \u2013 Without lockscreen ads \u2013 Black"
},
{
"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Black"
},
{
"Option": "Without Kindle Unlimited"
},
{
"Offer Type": "Without Lockscreen Ads"
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-01T23:15:49.203Z", // 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>other</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>other</answer_argument>",
"index": 501,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"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\": \"kindle\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DDZJS3SB\"\n},\n {\n \"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display, and weeks of battery life \\u2013 Without lockscreen ads \\u2013 Black\"\n},\n {\n \"bullet_list\": \"Our fastest Kindle ever \\u2013 The next-generation 7\\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \\u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \\u2013 Your Kindle doesn\\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \\u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \\u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \\u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \\u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Option\": \"Without Kindle Unlimited\"\n},\n {\n \"Offer Type\": \"Without Lockscreen Ads\"\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\": \"2025-04-01T23:15:49.203Z\", // 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"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\": \"kindle\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DDZJS3SB\"\n},\n {\n \"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display, and weeks of battery life \\u2013 Without lockscreen ads \\u2013 Black\"\n},\n {\n \"bullet_list\": \"Our fastest Kindle ever \\u2013 The next-generation 7\\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \\u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \\u2013 Your Kindle doesn\\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \\u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \\u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \\u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \\u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Option\": \"Without Kindle Unlimited\"\n},\n {\n \"Offer Type\": \"Without Lockscreen Ads\"\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\": \"2025-04-01T23:16:00.251Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-04-01T23:16:00.251Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:16:00.251Z
|
train
| 502 |
2025-04-01T23:16:00.251Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "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": "kindle"
}
],
"product_details": [
{
"asin": "B0DDZJS3SB"
},
{
"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display, and weeks of battery life \u2013 Without lockscreen ads \u2013 Black"
},
{
"bullet_list": "Our fastest Kindle ever \u2013 The next-generation 7\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \u2013 Your Kindle doesn\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Black"
},
{
"Option": "Without Kindle Unlimited"
},
{
"Offer Type": "Without Lockscreen Ads"
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-01T23:16:00.251Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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": 502,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"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\": \"kindle\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DDZJS3SB\"\n},\n {\n \"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display, and weeks of battery life \\u2013 Without lockscreen ads \\u2013 Black\"\n},\n {\n \"bullet_list\": \"Our fastest Kindle ever \\u2013 The next-generation 7\\u201c Paperwhite display has a higher contrast ratio and 25% faster page turns. Ready for travel \\u2013 The ultra-thin design has a larger glare-free screen so pages stay sharp no matter where you are. Escape into your books \\u2013 Your Kindle doesn\\u2019t have social media, notifications, or other distracting apps. Battery life for your longest novel \\u2013 A single charge via USB-C lasts up to 12 weeks. Read in any light \\u2013 Adjust the display from white to amber to read in bright sunlight or in the dark. Waterproof and worry-free \\u2013 Take your stories by the pool, in the bath, or anywhere in between. Massive selection \\u2013 Instantly access over 15 million titles in the Kindle Store worldwide, and add a Kindle Unlimited subscription for all-you-can read access to a catalog including best sellers.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Black\"\n},\n {\n \"Option\": \"Without Kindle Unlimited\"\n},\n {\n \"Offer Type\": \"Without Lockscreen Ads\"\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\": \"2025-04-01T23:16:00.251Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\", \"quantity\": \"\"},\n {\"title\": \"Blue Trash Bags, Blue, 13 Gallon, 60 Count\", \"asin\": \"B01MRI9H1G\", \"price\": \"$9.37\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"B09CBSBFQ2\", \"price\": \"$40.50\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)\", \"asin\": \"B084ZJ6541\", \"price\": \"$18.74\", \"quantity\": \"\"},\n {\"title\": \"UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)\", \"asin\": \"B082VMG9DT\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)\", \"asin\": \"B0126XBQK6\", \"price\": \"$7.17\", \"quantity\": \"\"},\n {\"title\": \"Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.\", \"asin\": \"B004L5NEWQ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \\u2013 11504560\", \"asin\": \"B0BRTCGTVJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6K\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.\", \"asin\": \"B0077UYTUS\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count\", \"asin\": \"B012CFJFOW\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"Series 7 70S Electric Shaver Head Replacement Cassette \\u2013 Silver\", \"asin\": \"B001VEK1HQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)\", \"asin\": \"B000VDX2UG\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"Twin Dos Care - 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\"quantity\": \"\"},\n {\"title\": \"Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count\", \"asin\": \"B0DGHV148S\", \"price\": \"$19.61\", \"quantity\": \"\"},\n {\"title\": \"2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp\", \"asin\": \"B0DV44KXW4\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)\", \"asin\": \"B0D5FZGY8W\", \"price\": \"$28.97\", \"quantity\": \"\"},\n {\"title\": \"Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz\", \"asin\": \"B00TSTZQEY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step\", \"asin\": \"B0BM63Y76W\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"quantity\": \"\"},\n {\"title\": \"24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)\", \"asin\": \"B074F145Y1\", \"price\": \"$28.47\", \"quantity\": \"\"},\n {\"title\": \"Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct\", \"asin\": \"B01HI7WP0U\", \"price\": \"$12.47\", \"quantity\": \"\"},\n {\"title\": \"Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free\", \"asin\": \"B0734849YK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing\", \"asin\": \"B00KOSP454\", \"price\": \"$5.59\", \"quantity\": \"\"},\n {\"title\": \"Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n {\"title\": \"10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)\", \"asin\": \"B017G1051Y\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)\", \"asin\": \"B08CMP263B\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce\", \"asin\": \"B001ANQVYU\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown\", \"asin\": \"B01MR4Y0CZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count\", \"asin\": \"B0B33LJX6N\", \"price\": \"$22.98\", \"quantity\": \"\"},\n {\"title\": \"Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)\", \"asin\": \"B07FHM225F\", \"price\": \"$15.02\", \"quantity\": \"\"},\n {\"title\": \"Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)\", \"asin\": \"B077G22ZKW\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)\", \"asin\": \"B009GDBNF8\", \"price\": \"$57.31\", \"quantity\": \"\"},\n {\"title\": \"Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)\", \"asin\": \"B06X8Z2W7W\", \"price\": \"$10.02\", \"quantity\": \"\"},\n {\"title\": \"Fun Times Mix Variety Pack, (Pack of 40)\", \"asin\": \"B076H6F974\", \"price\": \"$22.43\", \"quantity\": \"\"},\n {\"title\": \"Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct\", \"asin\": \"B01GQ5GQEG\", \"price\": \"$12.86\", \"quantity\": \"\"},\n {\"title\": \"Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack\", \"asin\": \"B01DDIRDZA\", \"price\": \"$46.10\", \"quantity\": \"\"},\n {\"title\": \"Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)\", \"asin\": \"B07ND51YPC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)\", \"asin\": \"B01E6WOVX4\", \"price\": \"$13.98\", \"quantity\": \"\"},\n {\"title\": \"Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)\", \"asin\": \"B00451SGZ6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count\", \"asin\": \"B0015068PA\", \"price\": \"$17.18\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0BZJVFFNM\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag\", \"asin\": \"B0CJCXLDSP\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz\", \"asin\": \"B08LGD7WRZ\", \"price\": \"$3.97\", \"quantity\": \"\"},\n {\"title\": \"English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary\", \"asin\": \"B001GM60LE\", \"price\": \"$11.42\", \"quantity\": \"\"},\n {\"title\": \"Shown on TV \\u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\\\"x19\\\"\", \"asin\": \"B08N6VLJKV\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection\", \"asin\": \"B00B8CG602\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Original Dog Treats Biscuits for Medium Dogs, 10 Pound\", \"asin\": \"B000I82DTU\", \"price\": \"$14.98\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!\", \"asin\": \"B09PF4KVHJ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n {\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n {\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n {\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n {\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:16.063Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-01T23:16:16.063Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:16:16.063Z
|
train
| 503 |
2025-04-01T23:16:16.063Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96", "quantity": ""},
{"title": "Blue Trash Bags, Blue, 13 Gallon, 60 Count", "asin": "B01MRI9H1G", "price": "$9.37", "quantity": ""},
{"title": "Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.", "asin": "B09CBSBFQ2", "price": "$40.50", "quantity": ""},
{"title": "Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)", "asin": "B084ZJ6541", "price": "$18.74", "quantity": ""},
{"title": "UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)", "asin": "B082VMG9DT", "price": "$59.98", "quantity": ""},
{"title": "Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)", "asin": "B0126XBQK6", "price": "$7.17", "quantity": ""},
{"title": "Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.", "asin": "B004L5NEWQ", "price": "$32.99", "quantity": ""},
{"title": "Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \u2013 11504560", "asin": "B0BRTCGTVJ", "price": "$29.99", "quantity": ""},
{"title": "Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6K", "price": "$39.00", "quantity": ""},
{"title": "Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.", "asin": "B0077UYTUS", "price": "$31.99", "quantity": ""},
{"title": "Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count", "asin": "B012CFJFOW", "price": "$18.87", "quantity": ""},
{"title": "Series 7 70S Electric Shaver Head Replacement Cassette \u2013 Silver", "asin": "B001VEK1HQ", "price": "$34.99", "quantity": ""},
{"title": "ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)", "asin": "B000VDX2UG", "price": "$6.98", "quantity": ""},
{"title": "Twin Dos Care - 11171450", "asin": "B09NHWLWPN", "price": "$19.58", "quantity": ""},
{"title": "Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)", "asin": "B07215381G", "price": "$15.99", "quantity": ""},
{"title": "The Myth of Sisyphus (Vintage International)", "asin": "0525564454", "price": "$9.19", "quantity": ""},
{"title": "Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra", "asin": "B0BQMGMXC9", "price": "$39.99", "quantity": ""},
{"title": "Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)", "asin": "B095Z5PKDJ", "price": "$17.93", "quantity": ""},
{"title": "Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6M", "price": "$39.00", "quantity": ""},
{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "quantity": ""},
{"title": "Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)", "asin": "B089WLQ3TP", "price": "$16.99", "quantity": ""},
{"title": "Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g", "asin": "B000GZJITI", "price": "$22.99", "quantity": ""},
{"title": "Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3", "asin": "B0BM4H31S1", "price": "$18.74", "quantity": ""},
{"title": "Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6", "asin": "B09NWLVPC1", "price": "$41.91", "quantity": ""},
{"title": "3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter", "asin": "B00GTSEG66", "price": "$16.33", "quantity": ""},
{"title": "12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More", "asin": "B0D182G6HX", "price": "$5.98", "quantity": ""},
{"title": "Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)", "asin": "B095Z57SV9", "price": "$22.93", "quantity": ""},
{"title": "The Oregon Trail Nintendo Switch", "asin": "B0D2PHP74H", "price": "$39.99", "quantity": ""},
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{"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B00D1ARZMC", "price": "$18.98", "quantity": ""},
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{"title": "Shea Better Body Lotion- Vanilla Cashmere, 24-Hour Moisture Skin Care, Lightweight & Non-Greasy, Made with Natural Shea, Vegan, 16 fl oz", "asin": "B08KT2Z93D", "price": "$8.98", "quantity": ""},
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{"title": "Ergonomic Mouse Pad with Gel Wrist Rest, Comfortable Mousepad with Smooth Wrist Support Surface and Non-Slip PU Base for Pain Relief, Computer, Laptop, Office & Home, 9.4 x 8.1 in, Black Color", "asin": "B07DVCGX7G", "price": "$9.99", "quantity": ""},
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{"title": "Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$3.19", "quantity": ""},
{"title": "Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
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{"title": "Dermaplaning Tool - Face Razors for Women and Men, Eyebrow Trimmer and Face Shaver, Facial Hair Removal, Facial Razors for Women and Men, Dermaplane Razor - 12pc, Terracotta", "asin": "B08V3JGB1F", "price": "$8.90", "quantity": ""},
{"title": "Women's Balance Hair Growth Supplements, Ages 45 and Up, Clinically Proven for Visibly Thicker Hair and Scalp Coverage, Dermatologist Recommended - 1 Month Supply", "asin": "B07QZ5CTTF", "price": "$88.00", "quantity": ""},
{"title": "Silk Bonnet for Sleeping Women Satin Bonnet Double Layer Satin Lined Hair Bonnet with Tie Band Curly Hair", "asin": "B0BLXZ4YBJ", "price": "$12.99", "quantity": ""},
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{"title": "Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter", "asin": "B07DY2YZW6", "price": "$19.00", "quantity": ""},
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{"title": "Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
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{"title": "Kojic Acid Dark Spot Remover Soap Bars with Vitamin C, Retinol, Collagen, Turmeric - Original Japanese Complex Infused with Hyaluronic Acid, Vitamin E, Shea Butter, Castile Olive Oil (2 Pack)", "asin": "B09MFMCTRK", "price": "$14.99", "quantity": ""},
{"title": "Ear and Nose Hair Trimmer Clipper - 2025 Professional Painless Eyebrow & Facial Hair Trimmer for Men Women,Battery-Operated Trimmer with IPX7 Waterproof,Dual Edge Blades for Easy Cleansing Black", "asin": "B098NSHBQK", "price": "$12.99", "quantity": ""},
{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Hand Soap, Made with Essential Oils, Biodegradable Formula, Rain Water, 12.5 fl. oz - Pack of 3", "asin": "B07TJG79HP", "price": "$14.34", "quantity": ""},
{"title": "Super Serum Body Wash for Extra Dry Skin, 24hr Long Lasting Hydration, 5+ Ingredient Serum Complex for Bright Even Firm Luminous Skin, 18.5 fl oz", "asin": "B0DMQ7J3YQ", "price": "$12.97", "quantity": ""},
{"title": "Indulgence Protein Shake, 30g Protein, 3g Sugar, Chocolate Covered Strawberry, 11.5 fl oz, Pack of 12", "asin": "B0DLCNXJD1", "price": "$28.39", "quantity": ""},
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{"title": "Label Maker Tape Refill Compatible with Brother P-Touch Label Tape TZ TZe Tape 12mm 0.47 Laminated White 1/2\" Black on White TZe-231 TZE231 for PT-D210 D220 H110 D410 P710BT H111 1070 1880, 6-Pack", "asin": "B0DK8D8RXW", "price": "$20.99", "quantity": ""},
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{"title": "Samsung Galaxy S25 Ultra Commuter Series Case - Black", "asin": "B0DP3G4DCN", "price": "$29.20", "quantity": ""},
{"title": "Ultra Blue Hawaiian, Sugar Free Energy Drink, 16 Ounce (Pack of 15)", "asin": "B0DSGRDCHY", "price": "$31.26", "quantity": ""},
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{"title": "Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect", "asin": "B0DHWFWSVF", "price": "$34.94", "quantity": ""},
{"title": "Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344", "asin": "B0DJ18ZWYQ", "price": "$25.49", "quantity": ""},
{"title": "360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing", "asin": "B0DLT4GBST", "price": "$16.99", "quantity": ""},
{"title": "Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count", "asin": "B0DGHV148S", "price": "$19.61", "quantity": ""},
{"title": "2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""},
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{"title": "Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step", "asin": "B0BM63Y76W", "price": "$35.98", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "quantity": ""},
{"title": "24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)", "asin": "B074F145Y1", "price": "$28.47", "quantity": ""},
{"title": "Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free", "asin": "B0734849YK", "price": "$9.99", "quantity": ""},
{"title": "CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing", "asin": "B00KOSP454", "price": "$5.59", "quantity": ""},
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{"title": "10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)", "asin": "B017G1051Y", "price": "$9.99", "quantity": ""},
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{"title": "SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce", "asin": "B001ANQVYU", "price": "$17.95", "quantity": ""},
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{"title": "Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)", "asin": "B07FHM225F", "price": "$15.02", "quantity": ""},
{"title": "Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)", "asin": "B077G22ZKW", "price": "$16.98", "quantity": ""},
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{"title": "Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)", "asin": "B06X8Z2W7W", "price": "$10.02", "quantity": ""},
{"title": "Fun Times Mix Variety Pack, (Pack of 40)", "asin": "B076H6F974", "price": "$22.43", "quantity": ""},
{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
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{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
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{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
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{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
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]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-01T23:16:16.063Z", // the timestamp when this action occurs
"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": 503,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\", \"quantity\": \"\"},\n {\"title\": \"Blue Trash Bags, Blue, 13 Gallon, 60 Count\", \"asin\": \"B01MRI9H1G\", \"price\": \"$9.37\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"B09CBSBFQ2\", \"price\": \"$40.50\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)\", \"asin\": \"B084ZJ6541\", \"price\": \"$18.74\", \"quantity\": \"\"},\n {\"title\": \"UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)\", \"asin\": \"B082VMG9DT\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)\", \"asin\": \"B0126XBQK6\", \"price\": \"$7.17\", \"quantity\": \"\"},\n {\"title\": \"Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.\", \"asin\": \"B004L5NEWQ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \\u2013 11504560\", \"asin\": \"B0BRTCGTVJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6K\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.\", \"asin\": \"B0077UYTUS\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count\", \"asin\": \"B012CFJFOW\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"Series 7 70S Electric Shaver Head Replacement Cassette \\u2013 Silver\", \"asin\": \"B001VEK1HQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)\", \"asin\": \"B000VDX2UG\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"Twin Dos Care - 11171450\", \"asin\": \"B09NHWLWPN\", \"price\": \"$19.58\", \"quantity\": \"\"},\n {\"title\": \"Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)\", \"asin\": \"B07215381G\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"The Myth of Sisyphus (Vintage International)\", \"asin\": \"0525564454\", \"price\": \"$9.19\", \"quantity\": \"\"},\n {\"title\": \"Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra\", \"asin\": \"B0BQMGMXC9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)\", \"asin\": \"B095Z5PKDJ\", \"price\": \"$17.93\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6M\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"quantity\": \"\"},\n {\"title\": \"Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)\", \"asin\": \"B089WLQ3TP\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g\", \"asin\": \"B000GZJITI\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3\", \"asin\": \"B0BM4H31S1\", \"price\": \"$18.74\", \"quantity\": \"\"},\n {\"title\": \"Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6\", \"asin\": \"B09NWLVPC1\", \"price\": \"$41.91\", \"quantity\": \"\"},\n {\"title\": \"3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter\", \"asin\": \"B00GTSEG66\", \"price\": \"$16.33\", \"quantity\": \"\"},\n {\"title\": \"12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More\", \"asin\": \"B0D182G6HX\", \"price\": \"$5.98\", \"quantity\": \"\"},\n {\"title\": \"Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)\", \"asin\": \"B095Z57SV9\", \"price\": \"$22.93\", \"quantity\": \"\"},\n {\"title\": \"The Oregon Trail Nintendo Switch\", \"asin\": \"B0D2PHP74H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls\", \"asin\": \"B0CV4GS3F2\", \"price\": \"$4.97\", \"quantity\": \"\"},\n {\"title\": \"Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\\\") & Kindle Colorsoft Signature Edition (7\\\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear\", \"asin\": \"B0DK6TYFL4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)\", \"asin\": \"B0DL7CCVFM\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals\", \"asin\": \"B0748J34WZ\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"3 Pack Anti-Glare Matte Screen Protector for 7\\\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film\", \"asin\": \"B0DL63XSHC\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle\", \"asin\": \"B0BQ695F21\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary\", \"asin\": \"B09M5XF6JV\", \"price\": \"$6.58\", \"quantity\": \"\"},\n {\"title\": \"Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.97\", \"quantity\": \"\"},\n {\"title\": \"Clear Case for 7\\\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - Ultra Slim Soft TPU Transparent Cover & Lightweight, Clear\", \"asin\": \"B0DL93RX12\", \"price\": \"$5.95\", \"quantity\": \"\"},\n {\"title\": \"Ultra Soft Facial Tissues, 3 Flat Boxes, 120 Tissues per Box, 3-Ply (360 Total Tissues), Packaging May Vary\", \"asin\": \"B09M6JWHV5\", \"price\": \"$5.97\", \"quantity\": \"\"},\n {\"title\": \"Multi-Surface Cloth Paper Towels, 3 Double Rolls, 110 Sheets Per Roll\", \"asin\": \"B0CKWMSSC7\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n {\"title\": \"Case for Kindle Paperwhite 12th Gen 2024 (7\\\") & Kindle Colorsoft Signature Edition - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Paperwhite Signature 2024 Released, Black\", \"asin\": \"B0DKF79X8L\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"EZ-Squeeze Ultra Dish Soap, Dishwashing Liquid, Original, Dish Soap Refill, 22 fl oz\", \"asin\": \"B09NF7RLYH\", \"price\": \"$3.94\", \"quantity\": \"\"},\n {\"title\": \"Multi Purpose Cleaner , Car Cleaner Spray for All Auto Surfaces, 16 Fl Oz\", \"asin\": \"B000CF6L0G\", \"price\": \"$6.59\", \"quantity\": \"\"},\n {\"title\": \"Women's Postpartum Underwear, Disposable Boyshort Underwear, Seamless with Stretchy Support, Postpartum Essentials, Size Regular (Waist 28\\\"-42\\\" Stretched), 8 Count, Grey\", \"asin\": \"B07THFQS6Y\", \"price\": \"$12.71\", \"quantity\": \"\"},\n {\"title\": \"Organic Nipple Butter\\u2122 | Nipple Cream Safe for Breastfeeding | Postpartum Essentials for Nursing | Non Lanolin Nipple Cream, 2-Fluid Ounce\", \"asin\": \"B000JVCBBG\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"2-in-1 Postpartum Pads, Absorbent Perineal Ice Maxi Pads, Instant Cold Therapy Packs and Maternity Pad in One\", \"asin\": \"B07THDP4KZ\", \"price\": \"$18.89\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Half Caffeinato, Mild Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768QPPZC\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Medicated Cooling Pads, 100 Count \\u2013 Pads with Witch Hazel, Cleanses Sensitive Areas, Protects from Irritation, Hemorrhoid Treatment, Medicated Pads Used By Hospitals\", \"asin\": \"B06ZYLFV8L\", \"price\": \"$7.68\", \"quantity\": \"\"},\n {\"title\": \"Milkmakers Lactation Cookie Bites, Oatmeal Chocolate Chip, 10 Ct\", \"asin\": \"B0792MKS8F\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Nananubs Banana Massaging Toothbrush\", \"asin\": \"B01LYHTATF\", \"price\": \"$4.98\", \"quantity\": \"\"},\n {\"title\": \"Saline Spray and Drops, Safe for Newborns, 0.5 fl oz\", \"asin\": \"B005P4J5I4\", \"price\": \"$3.27\", \"quantity\": \"\"},\n {\"title\": \"Witch Hazel Perineal Cooling Pad Liners for Postpartum Care, Hospital Bag Essentials for Pain Relief After Birth, Full-Length Medicated Cooling Pad Liners (24ct)\", \"asin\": \"B07TYH9JYZ\", \"price\": \"$9.39\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Stormio, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768QK616\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Sunflower Lecithin 1200mg, Lactation Support, Sunflower Lecithin Supplement for Clogged Milk Ducts, Made in USA, 200 Softgels\", \"asin\": \"B07BKR77N6\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count\", \"asin\": \"B00006ANDK\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Organic Baby Vitamin D Drops | Promotes Healthy Growth and Bone Development | Age Newborn+ | 0.11 Fl Oz (100 Servings)\", \"asin\": \"B01FSY52FK\", \"price\": \"$12.49\", \"quantity\": \"\"},\n {\"title\": \"Series 9 Electric Shaver Replacement Head - 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\"asin\": \"B00TSTZQEY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step\", \"asin\": \"B0BM63Y76W\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"quantity\": \"\"},\n {\"title\": \"24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)\", \"asin\": \"B074F145Y1\", \"price\": \"$28.47\", \"quantity\": \"\"},\n {\"title\": \"Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct\", \"asin\": \"B01HI7WP0U\", \"price\": \"$12.47\", \"quantity\": \"\"},\n {\"title\": \"Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free\", \"asin\": \"B0734849YK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing\", \"asin\": \"B00KOSP454\", \"price\": \"$5.59\", \"quantity\": \"\"},\n {\"title\": \"Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n {\"title\": \"10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)\", \"asin\": \"B017G1051Y\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool 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Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n {\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n {\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n {\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n {\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:16.063Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"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\": \"Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\", \"quantity\": \"\"},\n {\"title\": \"Blue Trash Bags, Blue, 13 Gallon, 60 Count\", \"asin\": \"B01MRI9H1G\", \"price\": \"$9.37\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"B09CBSBFQ2\", \"price\": \"$40.50\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)\", \"asin\": \"B084ZJ6541\", \"price\": \"$18.74\", \"quantity\": \"\"},\n {\"title\": \"UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)\", \"asin\": \"B082VMG9DT\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)\", \"asin\": \"B0126XBQK6\", \"price\": \"$7.17\", \"quantity\": \"\"},\n {\"title\": \"Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.\", \"asin\": \"B004L5NEWQ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \\u2013 11504560\", \"asin\": \"B0BRTCGTVJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6K\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.\", \"asin\": \"B0077UYTUS\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count\", \"asin\": \"B012CFJFOW\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"Series 7 70S Electric Shaver Head Replacement Cassette \\u2013 Silver\", \"asin\": \"B001VEK1HQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)\", \"asin\": \"B000VDX2UG\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"Twin Dos Care - 11171450\", \"asin\": \"B09NHWLWPN\", \"price\": \"$19.58\", \"quantity\": \"\"},\n {\"title\": \"Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)\", \"asin\": \"B07215381G\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"The Myth of Sisyphus (Vintage International)\", \"asin\": \"0525564454\", \"price\": \"$9.19\", \"quantity\": \"\"},\n {\"title\": \"Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra\", \"asin\": \"B0BQMGMXC9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)\", \"asin\": \"B095Z5PKDJ\", \"price\": \"$17.93\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6M\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"quantity\": \"\"},\n {\"title\": \"Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)\", \"asin\": \"B089WLQ3TP\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g\", \"asin\": \"B000GZJITI\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3\", \"asin\": \"B0BM4H31S1\", \"price\": \"$18.74\", \"quantity\": \"\"},\n {\"title\": \"Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6\", \"asin\": \"B09NWLVPC1\", \"price\": \"$41.91\", \"quantity\": \"\"},\n {\"title\": \"3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter\", \"asin\": \"B00GTSEG66\", \"price\": \"$16.33\", \"quantity\": \"\"},\n {\"title\": \"12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More\", \"asin\": \"B0D182G6HX\", \"price\": \"$5.98\", \"quantity\": \"\"},\n {\"title\": \"Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)\", \"asin\": \"B095Z57SV9\", \"price\": \"$22.93\", \"quantity\": \"\"},\n {\"title\": \"The Oregon Trail Nintendo Switch\", \"asin\": \"B0D2PHP74H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls\", \"asin\": \"B0CV4GS3F2\", \"price\": \"$4.97\", \"quantity\": \"\"},\n {\"title\": \"Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\\\") & Kindle Colorsoft Signature Edition (7\\\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear\", \"asin\": \"B0DK6TYFL4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)\", \"asin\": \"B0DL7CCVFM\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals\", \"asin\": \"B0748J34WZ\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"3 Pack Anti-Glare Matte Screen Protector for 7\\\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film\", \"asin\": \"B0DL63XSHC\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle\", \"asin\": \"B0BQ695F21\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary\", \"asin\": \"B09M5XF6JV\", \"price\": \"$6.58\", \"quantity\": \"\"},\n {\"title\": \"Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.97\", \"quantity\": \"\"},\n {\"title\": \"Clear Case for 7\\\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - Ultra Slim Soft TPU Transparent Cover & Lightweight, Clear\", \"asin\": \"B0DL93RX12\", \"price\": \"$5.95\", \"quantity\": \"\"},\n {\"title\": \"Ultra Soft Facial Tissues, 3 Flat Boxes, 120 Tissues per Box, 3-Ply (360 Total Tissues), Packaging May Vary\", \"asin\": \"B09M6JWHV5\", \"price\": \"$5.97\", \"quantity\": \"\"},\n {\"title\": \"Multi-Surface Cloth Paper Towels, 3 Double Rolls, 110 Sheets Per Roll\", \"asin\": \"B0CKWMSSC7\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n {\"title\": \"Case for Kindle Paperwhite 12th Gen 2024 (7\\\") & Kindle Colorsoft Signature Edition - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Paperwhite Signature 2024 Released, Black\", \"asin\": \"B0DKF79X8L\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"EZ-Squeeze Ultra Dish Soap, Dishwashing Liquid, Original, Dish Soap Refill, 22 fl oz\", \"asin\": \"B09NF7RLYH\", \"price\": \"$3.94\", \"quantity\": \"\"},\n {\"title\": \"Multi Purpose Cleaner , Car Cleaner Spray for All Auto Surfaces, 16 Fl Oz\", \"asin\": \"B000CF6L0G\", \"price\": \"$6.59\", \"quantity\": \"\"},\n {\"title\": \"Women's Postpartum Underwear, Disposable Boyshort Underwear, Seamless with Stretchy Support, Postpartum Essentials, Size Regular (Waist 28\\\"-42\\\" Stretched), 8 Count, Grey\", \"asin\": \"B07THFQS6Y\", \"price\": \"$12.71\", \"quantity\": \"\"},\n {\"title\": \"Organic Nipple Butter\\u2122 | Nipple Cream Safe for Breastfeeding | Postpartum Essentials for Nursing | Non Lanolin Nipple Cream, 2-Fluid Ounce\", \"asin\": \"B000JVCBBG\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"2-in-1 Postpartum Pads, Absorbent Perineal Ice Maxi Pads, Instant Cold Therapy Packs and Maternity Pad in One\", \"asin\": \"B07THDP4KZ\", \"price\": \"$18.89\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Half Caffeinato, Mild Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768QPPZC\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Medicated Cooling Pads, 100 Count \\u2013 Pads with Witch Hazel, Cleanses Sensitive Areas, Protects from Irritation, Hemorrhoid Treatment, Medicated Pads Used By Hospitals\", \"asin\": \"B06ZYLFV8L\", \"price\": \"$7.68\", \"quantity\": \"\"},\n {\"title\": \"Milkmakers Lactation Cookie Bites, Oatmeal Chocolate Chip, 10 Ct\", \"asin\": \"B0792MKS8F\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Nananubs Banana Massaging Toothbrush\", \"asin\": \"B01LYHTATF\", \"price\": \"$4.98\", \"quantity\": \"\"},\n {\"title\": \"Saline Spray and Drops, Safe for Newborns, 0.5 fl oz\", \"asin\": \"B005P4J5I4\", \"price\": \"$3.27\", \"quantity\": \"\"},\n {\"title\": \"Witch Hazel Perineal Cooling Pad Liners for Postpartum Care, Hospital Bag Essentials for Pain Relief After Birth, Full-Length Medicated Cooling Pad Liners (24ct)\", \"asin\": \"B07TYH9JYZ\", \"price\": \"$9.39\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Stormio, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768QK616\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Sunflower Lecithin 1200mg, Lactation Support, Sunflower Lecithin Supplement for Clogged Milk Ducts, Made in USA, 200 Softgels\", \"asin\": \"B07BKR77N6\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count\", \"asin\": \"B00006ANDK\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Organic Baby Vitamin D Drops | Promotes Healthy Growth and Bone Development | Age Newborn+ | 0.11 Fl Oz (100 Servings)\", \"asin\": \"B01FSY52FK\", \"price\": \"$12.49\", \"quantity\": \"\"},\n {\"title\": \"Series 9 Electric Shaver Replacement Head - 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Roller Pens, Fine Point 0.7 mm, Black, Pack of 12 (Dozen Box)\", \"asin\": \"B001GAOTSW\", \"price\": \"$13.95\", \"quantity\": \"\"},\n {\"title\": \"Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Laptop Desk Pad, Waterproof Desk Writing Pad for Office and Home (Black, 23.6\\\" x 13.8\\\")\", \"asin\": \"B0BMTPC44X\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"10 Security Self Seal Envelopes \\u2013 100 Qty |No Window, EnveGuard, 4\\u215b x 9\\u00bd\\\", White, 24 LB, 100 Count (34100)\", \"asin\": \"B01D0OANU4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Cotton Swabs, 500 Count\", \"asin\": \"B09541P9WH\", \"price\": \"$3.19\", \"quantity\": \"\"},\n {\"title\": \"Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"quantity\": \"\"},\n {\"title\": \"Super Strong Nail Glue for Press On Nails, Nail Tips & Acrylic Nails (8ml) NYK1 NailBond Brush On Glue for Press Ons, Fake Nails Tips & Acrylics - Long Lasting, Maximum Strength, Mess-Free Application\", \"asin\": \"B01I70RA8E\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Dermaplaning Tool - Face Razors for Women and Men, Eyebrow Trimmer and Face Shaver, Facial Hair Removal, Facial Razors for Women and Men, Dermaplane Razor - 12pc, Terracotta\", \"asin\": \"B08V3JGB1F\", \"price\": \"$8.90\", \"quantity\": \"\"},\n {\"title\": \"Women's Balance Hair Growth Supplements, Ages 45 and Up, Clinically Proven for Visibly Thicker Hair and Scalp Coverage, Dermatologist Recommended - 1 Month Supply\", \"asin\": \"B07QZ5CTTF\", \"price\": \"$88.00\", \"quantity\": \"\"},\n {\"title\": \"Silk Bonnet for Sleeping Women Satin Bonnet Double Layer Satin Lined Hair Bonnet with Tie Band Curly Hair\", \"asin\": \"B0BLXZ4YBJ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Glycolic Acid 7% Exfoliating Toner, Brightening and Smoothing Daily Toner for More Even-Looking Skin Tone\", \"asin\": \"B071914GGL\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter\", \"asin\": \"B07DY2YZW6\", \"price\": \"$19.00\", \"quantity\": \"\"},\n {\"title\": \"Collagen Overnight Wrapping Peel Off Facial Mask Pack - Elasticity & Hydration Care, Reduces Sagging & Dullness - Hydrolyzed Collagen For Glowing Skin - Korean Skin Care, 2.53 fl.oz\", \"asin\": \"B0BRMYHMS5\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen\", \"asin\": \"B002MSN3QQ\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"Kojic Acid Dark Spot Remover Soap Bars with Vitamin C, Retinol, Collagen, Turmeric - Original Japanese Complex Infused with Hyaluronic Acid, Vitamin E, Shea Butter, Castile Olive Oil (2 Pack)\", \"asin\": \"B09MFMCTRK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Ear and Nose Hair Trimmer Clipper - 2025 Professional Painless Eyebrow & Facial Hair Trimmer for Men Women,Battery-Operated Trimmer with IPX7 Waterproof,Dual Edge Blades for Easy Cleansing Black\", \"asin\": \"B098NSHBQK\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Hand Soap, Made with Essential Oils, Biodegradable Formula, Rain Water, 12.5 fl. oz - Pack of 3\", \"asin\": \"B07TJG79HP\", \"price\": \"$14.34\", \"quantity\": \"\"},\n {\"title\": \"Super Serum Body Wash for Extra Dry Skin, 24hr Long Lasting Hydration, 5+ Ingredient Serum Complex for Bright Even Firm Luminous Skin, 18.5 fl oz\", \"asin\": \"B0DMQ7J3YQ\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"Indulgence Protein Shake, 30g Protein, 3g Sugar, Chocolate Covered Strawberry, 11.5 fl oz, Pack of 12\", \"asin\": \"B0DLCNXJD1\", \"price\": \"$28.39\", \"quantity\": \"\"},\n {\"title\": \"Creator 3 in 1 Cute Bunny Toy - Building Toy Set with 3 Build Options, Bunny, Seal, or Llama - Easter Basket Gift & Craft - Animal Figures for Kids, Girls and Boys, Ages 8+ - 31162\", \"asin\": \"B0DJ1B2RW6\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Electric NoseFrida Nasal Aspirator for Baby, Nose Sucker for Baby & Toddler, Upgraded Nasal Aspirator for Congestion Relief with 3 Suction Levels, 2 Silicone Tips, USB\", \"asin\": \"B0DSCJW89Z\", \"price\": \"$27.97\", \"quantity\": \"\"},\n {\"title\": \"Label Maker Tape Refill Compatible with Brother P-Touch Label Tape TZ TZe Tape 12mm 0.47 Laminated White 1/2\\\" Black on White TZe-231 TZE231 for PT-D210 D220 H110 D410 P710BT H111 1070 1880, 6-Pack\", \"asin\": \"B0DK8D8RXW\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"Handheld Vacuum Cordless Rechargeable, LED Light, 1.65 Pounds Car Vacuums Light Weight, Hand Vacuum Cordless Rechargeable with Washable Filter, USB Charge\", \"asin\": \"B0DWXGNFJD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hydrating Anti Dandruff Shampoo, 1% Pyrithione Zinc Dandruff Treatment With Ceramides, Niacinamide & Hyaluronic Acid, Helps Eliminate Flakes & Provides Itchy Scalp Relief, Sulfate Free, 12 Oz\", \"asin\": \"B0DV43L7J8\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Samsung Galaxy S25 Ultra Commuter Series Case - Black\", \"asin\": \"B0DP3G4DCN\", \"price\": \"$29.20\", \"quantity\": \"\"},\n {\"title\": \"Ultra Blue Hawaiian, Sugar Free Energy Drink, 16 Ounce (Pack of 15)\", \"asin\": \"B0DSGRDCHY\", \"price\": \"$31.26\", \"quantity\": \"\"},\n {\"title\": \"Creator 3 in 1 Wild Animals Surprising Spider Toy - Building Toy with 3 Build Options, Spider, Scorpion, or Snake - Animal Figures for Kids, Boys & Girls, Ages 7+ - Gift Idea for Birthday - 31159\", \"asin\": \"B0DJ1BQHQX\", \"price\": \"$8.31\", \"quantity\": \"\"},\n {\"title\": \"Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect\", \"asin\": \"B0DHWFWSVF\", \"price\": \"$34.94\", \"quantity\": \"\"},\n {\"title\": \"Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344\", \"asin\": \"B0DJ18ZWYQ\", \"price\": \"$25.49\", \"quantity\": \"\"},\n {\"title\": \"360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing\", \"asin\": \"B0DLT4GBST\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count\", \"asin\": \"B0DGHV148S\", \"price\": \"$19.61\", \"quantity\": \"\"},\n {\"title\": \"2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp\", \"asin\": \"B0DV44KXW4\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)\", \"asin\": \"B0D5FZGY8W\", \"price\": \"$28.97\", \"quantity\": \"\"},\n {\"title\": \"Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz\", \"asin\": \"B00TSTZQEY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step\", \"asin\": \"B0BM63Y76W\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"quantity\": \"\"},\n {\"title\": \"24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)\", \"asin\": \"B074F145Y1\", \"price\": \"$28.47\", \"quantity\": \"\"},\n {\"title\": \"Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct\", \"asin\": \"B01HI7WP0U\", \"price\": \"$12.47\", \"quantity\": \"\"},\n {\"title\": \"Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free\", \"asin\": \"B0734849YK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing\", \"asin\": \"B00KOSP454\", \"price\": \"$5.59\", \"quantity\": \"\"},\n {\"title\": \"Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n {\"title\": \"10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)\", \"asin\": \"B017G1051Y\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)\", \"asin\": \"B08CMP263B\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce\", \"asin\": \"B001ANQVYU\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown\", \"asin\": \"B01MR4Y0CZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count\", \"asin\": \"B0B33LJX6N\", \"price\": \"$22.98\", \"quantity\": \"\"},\n {\"title\": \"Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)\", \"asin\": \"B07FHM225F\", \"price\": \"$15.02\", \"quantity\": \"\"},\n {\"title\": \"Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)\", \"asin\": \"B077G22ZKW\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)\", \"asin\": \"B009GDBNF8\", \"price\": \"$57.31\", \"quantity\": \"\"},\n {\"title\": \"Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)\", \"asin\": \"B06X8Z2W7W\", \"price\": \"$10.02\", \"quantity\": \"\"},\n {\"title\": \"Fun Times Mix Variety Pack, (Pack of 40)\", \"asin\": \"B076H6F974\", \"price\": \"$22.43\", \"quantity\": \"\"},\n {\"title\": \"Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct\", \"asin\": \"B01GQ5GQEG\", \"price\": \"$12.86\", \"quantity\": \"\"},\n {\"title\": \"Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack\", \"asin\": \"B01DDIRDZA\", \"price\": \"$46.10\", \"quantity\": \"\"},\n {\"title\": \"Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)\", \"asin\": \"B07ND51YPC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)\", \"asin\": \"B01E6WOVX4\", \"price\": \"$13.98\", \"quantity\": \"\"},\n {\"title\": \"Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)\", \"asin\": \"B00451SGZ6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count\", \"asin\": \"B0015068PA\", \"price\": \"$17.18\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0BZJVFFNM\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag\", \"asin\": \"B0CJCXLDSP\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz\", \"asin\": \"B08LGD7WRZ\", \"price\": \"$3.97\", \"quantity\": \"\"},\n {\"title\": \"English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary\", \"asin\": \"B001GM60LE\", \"price\": \"$11.42\", \"quantity\": \"\"},\n {\"title\": \"Shown on TV \\u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\\\"x19\\\"\", \"asin\": \"B08N6VLJKV\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection\", \"asin\": \"B00B8CG602\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Original Dog Treats Biscuits for Medium Dogs, 10 Pound\", \"asin\": \"B000I82DTU\", \"price\": \"$14.98\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!\", \"asin\": \"B09PF4KVHJ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n {\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n {\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n {\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n {\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:18.681Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-01T23:16:18.681Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:16:18.681Z
|
train
| 504 |
2025-04-01T23:16:18.681Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "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.
{
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{"title": "Carbon Monoxide Detector, Plug In Wall with AA Battery Backup, Test-Hush Button", "asin": "B00M48BH30", "price": "$24.79", "quantity": ""},
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{"title": "Washing Machine Cleaner, Cleans Front Load and Top Load Washers, Including HE, 6 Tablets", "asin": "B00C91Q86I", "price": "$11.98", "quantity": ""},
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{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
{"title": "Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)", "asin": "B00451SGZ6", "price": "$12.99", "quantity": ""},
{"title": "Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count", "asin": "B0015068PA", "price": "$17.18", "quantity": ""},
{"title": "Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.", "asin": "B0BZJVFFNM", "price": "$39.00", "quantity": ""},
{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
{"title": "Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz", "asin": "B08LGD7WRZ", "price": "$3.97", "quantity": ""},
{"title": "English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary", "asin": "B001GM60LE", "price": "$11.42", "quantity": ""},
{"title": "Shown on TV \u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\"x19\"", "asin": "B08N6VLJKV", "price": "$19.95", "quantity": ""},
{"title": "Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
{"title": "Original Dog Treats Biscuits for Medium Dogs, 10 Pound", "asin": "B000I82DTU", "price": "$14.98", "quantity": ""},
{"title": "Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!", "asin": "B09PF4KVHJ", "price": "$23.97", "quantity": ""},
{"title": "Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans", "asin": "B00JT3TP1O", "price": "$22.03", "quantity": ""},
{"title": "Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub", "asin": "B01LNB6SA0", "price": "$15.48", "quantity": ""},
{"title": "50 Count 30\u201d x 36\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads", "asin": "B0CPPLFQKB", "price": "$27.99", "quantity": ""},
{"title": "Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue", "asin": "B0CLLPVZRV", "price": "$14.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""},
{"title": "Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip", "asin": "B00NABTC8M", "price": "$8.19", "quantity": ""},
{"title": "Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count", "asin": "B07NHL31CC", "price": "$9.98", "quantity": ""},
{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
{"title": "Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \u2013 Citrus Cleaner with Natural Orange Oil \u2013 24 oz", "asin": "B07N316V8C", "price": "$17.96", "quantity": ""},
{"title": "ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs", "asin": "B0C5Y6MBCR", "price": "$35.23", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-01T23:16:18.681Z", // the timestamp when this action occurs
"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": 504,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"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\": \"Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\", \"quantity\": \"\"},\n {\"title\": \"Blue Trash Bags, Blue, 13 Gallon, 60 Count\", \"asin\": \"B01MRI9H1G\", \"price\": \"$9.37\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"B09CBSBFQ2\", \"price\": \"$40.50\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)\", \"asin\": \"B084ZJ6541\", \"price\": \"$18.74\", \"quantity\": \"\"},\n {\"title\": \"UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)\", \"asin\": \"B082VMG9DT\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)\", \"asin\": \"B0126XBQK6\", \"price\": \"$7.17\", \"quantity\": \"\"},\n {\"title\": \"Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.\", \"asin\": \"B004L5NEWQ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \\u2013 11504560\", \"asin\": \"B0BRTCGTVJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6K\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.\", \"asin\": \"B0077UYTUS\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count\", \"asin\": \"B012CFJFOW\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"Series 7 70S Electric Shaver Head Replacement Cassette \\u2013 Silver\", \"asin\": \"B001VEK1HQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)\", \"asin\": \"B000VDX2UG\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"Twin Dos Care - 11171450\", \"asin\": \"B09NHWLWPN\", \"price\": \"$19.58\", \"quantity\": \"\"},\n {\"title\": \"Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)\", \"asin\": \"B07215381G\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"The Myth of Sisyphus (Vintage International)\", \"asin\": \"0525564454\", \"price\": \"$9.19\", \"quantity\": \"\"},\n {\"title\": \"Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra\", \"asin\": \"B0BQMGMXC9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)\", \"asin\": \"B095Z5PKDJ\", \"price\": \"$17.93\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6M\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"quantity\": \"\"},\n {\"title\": \"Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 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Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0BZJVFFNM\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag\", \"asin\": \"B0CJCXLDSP\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz\", \"asin\": \"B08LGD7WRZ\", \"price\": \"$3.97\", \"quantity\": \"\"},\n {\"title\": \"English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary\", \"asin\": \"B001GM60LE\", \"price\": \"$11.42\", \"quantity\": \"\"},\n {\"title\": \"Shown on TV \\u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\\\"x19\\\"\", \"asin\": \"B08N6VLJKV\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection\", \"asin\": \"B00B8CG602\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Original Dog Treats Biscuits for Medium Dogs, 10 Pound\", \"asin\": \"B000I82DTU\", \"price\": \"$14.98\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!\", \"asin\": \"B09PF4KVHJ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n {\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n {\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n {\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n {\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:18.681Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"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\": \"Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\", \"quantity\": \"\"},\n {\"title\": \"Blue Trash Bags, Blue, 13 Gallon, 60 Count\", \"asin\": \"B01MRI9H1G\", \"price\": \"$9.37\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"B09CBSBFQ2\", \"price\": \"$40.50\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)\", \"asin\": \"B084ZJ6541\", \"price\": \"$18.74\", \"quantity\": \"\"},\n {\"title\": \"UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)\", \"asin\": \"B082VMG9DT\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)\", \"asin\": \"B0126XBQK6\", \"price\": \"$7.17\", \"quantity\": \"\"},\n {\"title\": \"Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.\", \"asin\": \"B004L5NEWQ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \\u2013 11504560\", \"asin\": \"B0BRTCGTVJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6K\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.\", \"asin\": \"B0077UYTUS\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count\", \"asin\": \"B012CFJFOW\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"Series 7 70S Electric Shaver Head Replacement Cassette \\u2013 Silver\", \"asin\": \"B001VEK1HQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)\", \"asin\": \"B000VDX2UG\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"Twin Dos Care - 11171450\", \"asin\": \"B09NHWLWPN\", \"price\": \"$19.58\", \"quantity\": \"\"},\n {\"title\": \"Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)\", \"asin\": \"B07215381G\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"The Myth of Sisyphus (Vintage International)\", \"asin\": \"0525564454\", \"price\": \"$9.19\", \"quantity\": \"\"},\n {\"title\": \"Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra\", \"asin\": \"B0BQMGMXC9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)\", \"asin\": \"B095Z5PKDJ\", \"price\": \"$17.93\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6M\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"quantity\": \"\"},\n {\"title\": \"Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 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Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)\", \"asin\": \"B077G22ZKW\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)\", \"asin\": \"B009GDBNF8\", \"price\": \"$57.31\", \"quantity\": \"\"},\n {\"title\": \"Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)\", \"asin\": \"B06X8Z2W7W\", \"price\": \"$10.02\", \"quantity\": \"\"},\n {\"title\": \"Fun Times Mix Variety Pack, (Pack of 40)\", \"asin\": \"B076H6F974\", \"price\": \"$22.43\", \"quantity\": \"\"},\n {\"title\": \"Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct\", \"asin\": \"B01GQ5GQEG\", \"price\": \"$12.86\", \"quantity\": \"\"},\n {\"title\": \"Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack\", \"asin\": \"B01DDIRDZA\", \"price\": \"$46.10\", \"quantity\": \"\"},\n {\"title\": \"Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)\", \"asin\": \"B07ND51YPC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)\", \"asin\": \"B01E6WOVX4\", \"price\": \"$13.98\", \"quantity\": \"\"},\n {\"title\": \"Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)\", \"asin\": \"B00451SGZ6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count\", \"asin\": \"B0015068PA\", \"price\": \"$17.18\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0BZJVFFNM\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag\", \"asin\": \"B0CJCXLDSP\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz\", \"asin\": \"B08LGD7WRZ\", \"price\": \"$3.97\", \"quantity\": \"\"},\n {\"title\": \"English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary\", \"asin\": \"B001GM60LE\", \"price\": \"$11.42\", \"quantity\": \"\"},\n {\"title\": \"Shown on TV \\u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\\\"x19\\\"\", \"asin\": \"B08N6VLJKV\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection\", \"asin\": \"B00B8CG602\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Original Dog Treats Biscuits for Medium Dogs, 10 Pound\", \"asin\": \"B000I82DTU\", \"price\": \"$14.98\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!\", \"asin\": \"B09PF4KVHJ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n {\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n {\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n {\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n {\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:20.149Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-01T23:16:20.149Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:16:20.149Z
|
train
| 505 |
2025-04-01T23:16:20.149Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "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": "Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary", "asin": "B0CKV7B49Z", "price": "$9.96", "quantity": ""},
{"title": "Blue Trash Bags, Blue, 13 Gallon, 60 Count", "asin": "B01MRI9H1G", "price": "$9.37", "quantity": ""},
{"title": "Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.", "asin": "B09CBSBFQ2", "price": "$40.50", "quantity": ""},
{"title": "Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)", "asin": "B084ZJ6541", "price": "$18.74", "quantity": ""},
{"title": "UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)", "asin": "B082VMG9DT", "price": "$59.98", "quantity": ""},
{"title": "Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)", "asin": "B0126XBQK6", "price": "$7.17", "quantity": ""},
{"title": "Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.", "asin": "B004L5NEWQ", "price": "$32.99", "quantity": ""},
{"title": "Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \u2013 11504560", "asin": "B0BRTCGTVJ", "price": "$29.99", "quantity": ""},
{"title": "Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6K", "price": "$39.00", "quantity": ""},
{"title": "Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.", "asin": "B0077UYTUS", "price": "$31.99", "quantity": ""},
{"title": "Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count", "asin": "B012CFJFOW", "price": "$18.87", "quantity": ""},
{"title": "Series 7 70S Electric Shaver Head Replacement Cassette \u2013 Silver", "asin": "B001VEK1HQ", "price": "$34.99", "quantity": ""},
{"title": "ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)", "asin": "B000VDX2UG", "price": "$6.98", "quantity": ""},
{"title": "Twin Dos Care - 11171450", "asin": "B09NHWLWPN", "price": "$19.58", "quantity": ""},
{"title": "Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)", "asin": "B07215381G", "price": "$15.99", "quantity": ""},
{"title": "The Myth of Sisyphus (Vintage International)", "asin": "0525564454", "price": "$9.19", "quantity": ""},
{"title": "Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra", "asin": "B0BQMGMXC9", "price": "$39.99", "quantity": ""},
{"title": "Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)", "asin": "B095Z5PKDJ", "price": "$17.93", "quantity": ""},
{"title": "Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.", "asin": "B0768N9N6M", "price": "$39.00", "quantity": ""},
{"title": "The Stranger", "asin": "0679720200", "price": "$11.83", "quantity": ""},
{"title": "Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)", "asin": "B089WLQ3TP", "price": "$16.99", "quantity": ""},
{"title": "Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g", "asin": "B000GZJITI", "price": "$22.99", "quantity": ""},
{"title": "Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3", "asin": "B0BM4H31S1", "price": "$18.74", "quantity": ""},
{"title": "Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6", "asin": "B09NWLVPC1", "price": "$41.91", "quantity": ""},
{"title": "3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter", "asin": "B00GTSEG66", "price": "$16.33", "quantity": ""},
{"title": "12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More", "asin": "B0D182G6HX", "price": "$5.98", "quantity": ""},
{"title": "Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)", "asin": "B095Z57SV9", "price": "$22.93", "quantity": ""},
{"title": "The Oregon Trail Nintendo Switch", "asin": "B0D2PHP74H", "price": "$39.99", "quantity": ""},
{"title": "Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\"\u00d78.3\"(Brown)", "asin": "B0B4DKQSDV", "price": "$9.99", "quantity": ""},
{"title": "Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls", "asin": "B0CV4GS3F2", "price": "$4.97", "quantity": ""},
{"title": "Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\") & Kindle Colorsoft Signature Edition (7\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear", "asin": "B0DK6TYFL4", "price": "$9.99", "quantity": ""},
{"title": "3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)", "asin": "B0DL7CCVFM", "price": "$8.99", "quantity": ""},
{"title": "Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals", "asin": "B0748J34WZ", "price": "$5.99", "quantity": ""},
{"title": "3 Pack Anti-Glare Matte Screen Protector for 7\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film", "asin": "B0DL63XSHC", "price": "$6.99", "quantity": ""},
{"title": "Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle", "asin": "B0BQ695F21", "price": "$9.98", "quantity": ""},
{"title": "Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary", "asin": "B09M5XF6JV", "price": "$6.58", "quantity": ""},
{"title": "Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count", "asin": "B0C2CY22B8", "price": "$5.97", "quantity": ""},
{"title": "Clear Case for 7\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - Ultra Slim Soft TPU Transparent Cover & Lightweight, Clear", "asin": "B0DL93RX12", "price": "$5.95", "quantity": ""},
{"title": "Ultra Soft Facial Tissues, 3 Flat Boxes, 120 Tissues per Box, 3-Ply (360 Total Tissues), Packaging May Vary", "asin": "B09M6JWHV5", "price": "$5.97", "quantity": ""},
{"title": "Multi-Surface Cloth Paper Towels, 3 Double Rolls, 110 Sheets Per Roll", "asin": "B0CKWMSSC7", "price": "$7.49", "quantity": ""},
{"title": "Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "Case for Kindle Paperwhite 12th Gen 2024 (7\") & Kindle Colorsoft Signature Edition - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Paperwhite Signature 2024 Released, Black", "asin": "B0DKF79X8L", "price": "$13.99", "quantity": ""},
{"title": "EZ-Squeeze Ultra Dish Soap, Dishwashing Liquid, Original, Dish Soap Refill, 22 fl oz", "asin": "B09NF7RLYH", "price": "$3.94", "quantity": ""},
{"title": "Multi Purpose Cleaner , Car Cleaner Spray for All Auto Surfaces, 16 Fl Oz", "asin": "B000CF6L0G", "price": "$6.59", "quantity": ""},
{"title": "Women's Postpartum Underwear, Disposable Boyshort Underwear, Seamless with Stretchy Support, Postpartum Essentials, Size Regular (Waist 28\"-42\" Stretched), 8 Count, Grey", "asin": "B07THFQS6Y", "price": "$12.71", "quantity": ""},
{"title": "Organic Nipple Butter\u2122 | Nipple Cream Safe for Breastfeeding | Postpartum Essentials for Nursing | Non Lanolin Nipple Cream, 2-Fluid Ounce", "asin": "B000JVCBBG", "price": "$13.97", "quantity": ""},
{"title": "2-in-1 Postpartum Pads, Absorbent Perineal Ice Maxi Pads, Instant Cold Therapy Packs and Maternity Pad in One", "asin": "B07THDP4KZ", "price": "$18.89", "quantity": ""},
{"title": "Capsules Vertuo, Half Caffeinato, Mild Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.", "asin": "B0768QPPZC", "price": "$39.00", "quantity": ""},
{"title": "Medicated Cooling Pads, 100 Count \u2013 Pads with Witch Hazel, Cleanses Sensitive Areas, Protects from Irritation, Hemorrhoid Treatment, Medicated Pads Used By Hospitals", "asin": "B06ZYLFV8L", "price": "$7.68", "quantity": ""},
{"title": "Milkmakers Lactation Cookie Bites, Oatmeal Chocolate Chip, 10 Ct", "asin": "B0792MKS8F", "price": "$18.99", "quantity": ""},
{"title": "Nananubs Banana Massaging Toothbrush", "asin": "B01LYHTATF", "price": "$4.98", "quantity": ""},
{"title": "Saline Spray and Drops, Safe for Newborns, 0.5 fl oz", "asin": "B005P4J5I4", "price": "$3.27", "quantity": ""},
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{"title": "Cotton Swabs, 500 Count", "asin": "B09541P9WH", "price": "$3.19", "quantity": ""},
{"title": "Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "quantity": ""},
{"title": "Super Strong Nail Glue for Press On Nails, Nail Tips & Acrylic Nails (8ml) NYK1 NailBond Brush On Glue for Press Ons, Fake Nails Tips & Acrylics - Long Lasting, Maximum Strength, Mess-Free Application", "asin": "B01I70RA8E", "price": "$12.99", "quantity": ""},
{"title": "Dermaplaning Tool - Face Razors for Women and Men, Eyebrow Trimmer and Face Shaver, Facial Hair Removal, Facial Razors for Women and Men, Dermaplane Razor - 12pc, Terracotta", "asin": "B08V3JGB1F", "price": "$8.90", "quantity": ""},
{"title": "Women's Balance Hair Growth Supplements, Ages 45 and Up, Clinically Proven for Visibly Thicker Hair and Scalp Coverage, Dermatologist Recommended - 1 Month Supply", "asin": "B07QZ5CTTF", "price": "$88.00", "quantity": ""},
{"title": "Silk Bonnet for Sleeping Women Satin Bonnet Double Layer Satin Lined Hair Bonnet with Tie Band Curly Hair", "asin": "B0BLXZ4YBJ", "price": "$12.99", "quantity": ""},
{"title": "Glycolic Acid 7% Exfoliating Toner, Brightening and Smoothing Daily Toner for More Even-Looking Skin Tone", "asin": "B071914GGL", "price": "$13.00", "quantity": ""},
{"title": "Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter", "asin": "B07DY2YZW6", "price": "$19.00", "quantity": ""},
{"title": "Collagen Overnight Wrapping Peel Off Facial Mask Pack - Elasticity & Hydration Care, Reduces Sagging & Dullness - Hydrolyzed Collagen For Glowing Skin - Korean Skin Care, 2.53 fl.oz", "asin": "B0BRMYHMS5", "price": "$18.90", "quantity": ""},
{"title": "Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen", "asin": "B002MSN3QQ", "price": "$44.00", "quantity": ""},
{"title": "Kojic Acid Dark Spot Remover Soap Bars with Vitamin C, Retinol, Collagen, Turmeric - Original Japanese Complex Infused with Hyaluronic Acid, Vitamin E, Shea Butter, Castile Olive Oil (2 Pack)", "asin": "B09MFMCTRK", "price": "$14.99", "quantity": ""},
{"title": "Ear and Nose Hair Trimmer Clipper - 2025 Professional Painless Eyebrow & Facial Hair Trimmer for Men Women,Battery-Operated Trimmer with IPX7 Waterproof,Dual Edge Blades for Easy Cleansing Black", "asin": "B098NSHBQK", "price": "$12.99", "quantity": ""},
{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Hand Soap, Made with Essential Oils, Biodegradable Formula, Rain Water, 12.5 fl. oz - Pack of 3", "asin": "B07TJG79HP", "price": "$14.34", "quantity": ""},
{"title": "Super Serum Body Wash for Extra Dry Skin, 24hr Long Lasting Hydration, 5+ Ingredient Serum Complex for Bright Even Firm Luminous Skin, 18.5 fl oz", "asin": "B0DMQ7J3YQ", "price": "$12.97", "quantity": ""},
{"title": "Indulgence Protein Shake, 30g Protein, 3g Sugar, Chocolate Covered Strawberry, 11.5 fl oz, Pack of 12", "asin": "B0DLCNXJD1", "price": "$28.39", "quantity": ""},
{"title": "Creator 3 in 1 Cute Bunny Toy - Building Toy Set with 3 Build Options, Bunny, Seal, or Llama - Easter Basket Gift & Craft - Animal Figures for Kids, Girls and Boys, Ages 8+ - 31162", "asin": "B0DJ1B2RW6", "price": "$19.95", "quantity": ""},
{"title": "Electric NoseFrida Nasal Aspirator for Baby, Nose Sucker for Baby & Toddler, Upgraded Nasal Aspirator for Congestion Relief with 3 Suction Levels, 2 Silicone Tips, USB", "asin": "B0DSCJW89Z", "price": "$27.97", "quantity": ""},
{"title": "Label Maker Tape Refill Compatible with Brother P-Touch Label Tape TZ TZe Tape 12mm 0.47 Laminated White 1/2\" Black on White TZe-231 TZE231 for PT-D210 D220 H110 D410 P710BT H111 1070 1880, 6-Pack", "asin": "B0DK8D8RXW", "price": "$20.99", "quantity": ""},
{"title": "Handheld Vacuum Cordless Rechargeable, LED Light, 1.65 Pounds Car Vacuums Light Weight, Hand Vacuum Cordless Rechargeable with Washable Filter, USB Charge", "asin": "B0DWXGNFJD", "price": "$39.99", "quantity": ""},
{"title": "Hydrating Anti Dandruff Shampoo, 1% Pyrithione Zinc Dandruff Treatment With Ceramides, Niacinamide & Hyaluronic Acid, Helps Eliminate Flakes & Provides Itchy Scalp Relief, Sulfate Free, 12 Oz", "asin": "B0DV43L7J8", "price": "$9.97", "quantity": ""},
{"title": "Samsung Galaxy S25 Ultra Commuter Series Case - Black", "asin": "B0DP3G4DCN", "price": "$29.20", "quantity": ""},
{"title": "Ultra Blue Hawaiian, Sugar Free Energy Drink, 16 Ounce (Pack of 15)", "asin": "B0DSGRDCHY", "price": "$31.26", "quantity": ""},
{"title": "Creator 3 in 1 Wild Animals Surprising Spider Toy - Building Toy with 3 Build Options, Spider, Scorpion, or Snake - Animal Figures for Kids, Boys & Girls, Ages 7+ - Gift Idea for Birthday - 31159", "asin": "B0DJ1BQHQX", "price": "$8.31", "quantity": ""},
{"title": "Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect", "asin": "B0DHWFWSVF", "price": "$34.94", "quantity": ""},
{"title": "Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344", "asin": "B0DJ18ZWYQ", "price": "$25.49", "quantity": ""},
{"title": "360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing", "asin": "B0DLT4GBST", "price": "$16.99", "quantity": ""},
{"title": "Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count", "asin": "B0DGHV148S", "price": "$19.61", "quantity": ""},
{"title": "2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp", "asin": "B0DV44KXW4", "price": "$9.97", "quantity": ""},
{"title": "URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)", "asin": "B0D5FZGY8W", "price": "$28.97", "quantity": ""},
{"title": "Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz", "asin": "B00TSTZQEY", "price": "$9.99", "quantity": ""},
{"title": "Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step", "asin": "B0BM63Y76W", "price": "$35.98", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "quantity": ""},
{"title": "24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)", "asin": "B074F145Y1", "price": "$28.47", "quantity": ""},
{"title": "Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free", "asin": "B0734849YK", "price": "$9.99", "quantity": ""},
{"title": "CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing", "asin": "B00KOSP454", "price": "$5.59", "quantity": ""},
{"title": "Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)", "asin": "B017G1051Y", "price": "$9.99", "quantity": ""},
{"title": "Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)", "asin": "B08CMP263B", "price": "$20.99", "quantity": ""},
{"title": "SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce", "asin": "B001ANQVYU", "price": "$17.95", "quantity": ""},
{"title": "500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown", "asin": "B01MR4Y0CZ", "price": "$24.99", "quantity": ""},
{"title": "Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count", "asin": "B0B33LJX6N", "price": "$22.98", "quantity": ""},
{"title": "Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)", "asin": "B07FHM225F", "price": "$15.02", "quantity": ""},
{"title": "Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)", "asin": "B077G22ZKW", "price": "$16.98", "quantity": ""},
{"title": "K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)", "asin": "B009GDBNF8", "price": "$57.31", "quantity": ""},
{"title": "Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)", "asin": "B06X8Z2W7W", "price": "$10.02", "quantity": ""},
{"title": "Fun Times Mix Variety Pack, (Pack of 40)", "asin": "B076H6F974", "price": "$22.43", "quantity": ""},
{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
{"title": "Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)", "asin": "B00451SGZ6", "price": "$12.99", "quantity": ""},
{"title": "Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count", "asin": "B0015068PA", "price": "$17.18", "quantity": ""},
{"title": "Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.", "asin": "B0BZJVFFNM", "price": "$39.00", "quantity": ""},
{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
{"title": "Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz", "asin": "B08LGD7WRZ", "price": "$3.97", "quantity": ""},
{"title": "English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary", "asin": "B001GM60LE", "price": "$11.42", "quantity": ""},
{"title": "Shown on TV \u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\"x19\"", "asin": "B08N6VLJKV", "price": "$19.95", "quantity": ""},
{"title": "Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
{"title": "Original Dog Treats Biscuits for Medium Dogs, 10 Pound", "asin": "B000I82DTU", "price": "$14.98", "quantity": ""},
{"title": "Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!", "asin": "B09PF4KVHJ", "price": "$23.97", "quantity": ""},
{"title": "Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans", "asin": "B00JT3TP1O", "price": "$22.03", "quantity": ""},
{"title": "Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub", "asin": "B01LNB6SA0", "price": "$15.48", "quantity": ""},
{"title": "50 Count 30\u201d x 36\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads", "asin": "B0CPPLFQKB", "price": "$27.99", "quantity": ""},
{"title": "Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue", "asin": "B0CLLPVZRV", "price": "$14.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""},
{"title": "Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip", "asin": "B00NABTC8M", "price": "$8.19", "quantity": ""},
{"title": "Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count", "asin": "B07NHL31CC", "price": "$9.98", "quantity": ""},
{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
{"title": "Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \u2013 Citrus Cleaner with Natural Orange Oil \u2013 24 oz", "asin": "B07N316V8C", "price": "$17.96", "quantity": ""},
{"title": "ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs", "asin": "B0C5Y6MBCR", "price": "$35.23", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-01T23:16:20.149Z", // the timestamp when this action occurs
"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": 505,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. 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11171450\", \"asin\": \"B09NHWLWPN\", \"price\": \"$19.58\", \"quantity\": \"\"},\n {\"title\": \"Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)\", \"asin\": \"B07215381G\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"The Myth of Sisyphus (Vintage International)\", \"asin\": \"0525564454\", \"price\": \"$9.19\", \"quantity\": \"\"},\n {\"title\": \"Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra\", \"asin\": \"B0BQMGMXC9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)\", \"asin\": \"B095Z5PKDJ\", \"price\": \"$17.93\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6M\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"quantity\": \"\"},\n {\"title\": \"Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 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\"asin\": \"B00TSTZQEY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step\", \"asin\": \"B0BM63Y76W\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"quantity\": \"\"},\n {\"title\": \"24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)\", \"asin\": \"B074F145Y1\", \"price\": \"$28.47\", \"quantity\": \"\"},\n {\"title\": \"Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct\", \"asin\": \"B01HI7WP0U\", \"price\": \"$12.47\", \"quantity\": \"\"},\n {\"title\": \"Organic Castor Oil - 16 Fl Oz - 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Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n {\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n {\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n {\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n {\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:20.149Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"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\": \"Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\", \"quantity\": \"\"},\n {\"title\": \"Blue Trash Bags, Blue, 13 Gallon, 60 Count\", \"asin\": \"B01MRI9H1G\", \"price\": \"$9.37\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"B09CBSBFQ2\", \"price\": \"$40.50\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)\", \"asin\": \"B084ZJ6541\", \"price\": \"$18.74\", \"quantity\": \"\"},\n {\"title\": \"UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)\", \"asin\": \"B082VMG9DT\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)\", \"asin\": \"B0126XBQK6\", \"price\": \"$7.17\", \"quantity\": \"\"},\n {\"title\": \"Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.\", \"asin\": \"B004L5NEWQ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \\u2013 11504560\", \"asin\": \"B0BRTCGTVJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6K\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.\", \"asin\": \"B0077UYTUS\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count\", \"asin\": \"B012CFJFOW\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"Series 7 70S Electric Shaver Head Replacement Cassette \\u2013 Silver\", \"asin\": \"B001VEK1HQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)\", \"asin\": \"B000VDX2UG\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"Twin Dos Care - 11171450\", \"asin\": \"B09NHWLWPN\", \"price\": \"$19.58\", \"quantity\": \"\"},\n {\"title\": \"Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)\", \"asin\": \"B07215381G\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"The Myth of Sisyphus (Vintage International)\", \"asin\": \"0525564454\", \"price\": \"$9.19\", \"quantity\": \"\"},\n {\"title\": \"Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra\", \"asin\": \"B0BQMGMXC9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)\", \"asin\": \"B095Z5PKDJ\", \"price\": \"$17.93\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6M\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"quantity\": \"\"},\n {\"title\": \"Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 12 Quarts - Heavy Duty - Made in USA (White)\", \"asin\": \"B089WLQ3TP\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Calendula Cream | Ultra-Soothing Baby Face Cream | 100% Plant-Based | Organic Calendula + Aloe Vera | Lavender Scent | Baby Lotion For Sensitive Skin | Allergy Friendly | 2 oz / 57g\", \"asin\": \"B000GZJITI\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Toothpaste Sensitivity Gum and Enamel, Triple Protection, Refreshing Fluoride Toothpaste, Mint Flavor - 3.4 Ounces x 3\", \"asin\": \"B0BM4H31S1\", \"price\": \"$18.74\", \"quantity\": \"\"},\n {\"title\": \"Gum Care Replacement Brush Heads for an Oral-B Electric Toothbrush, Pack of 6\", \"asin\": \"B09NWLVPC1\", \"price\": \"$41.91\", \"quantity\": \"\"},\n {\"title\": \"3D White Multi-Care Whitening Rinse, Glamorous White, Fresh Mint-32 oz, 946 milliter\", \"asin\": \"B00GTSEG66\", \"price\": \"$16.33\", \"quantity\": \"\"},\n {\"title\": \"12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More\", \"asin\": \"B0D182G6HX\", \"price\": \"$5.98\", \"quantity\": \"\"},\n {\"title\": \"Repair and Protect Whitening Toothpaste, Toothpaste for Sensitive Teeth and Cavity Prevention, 3.4 oz (Pack of 4)\", \"asin\": \"B095Z57SV9\", \"price\": \"$22.93\", \"quantity\": \"\"},\n {\"title\": \"The Oregon Trail Nintendo Switch\", \"asin\": \"B0D2PHP74H\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Lined Journal Notebook for Women Men,256 Pages A5 Hardcover Leather Journals for Writing,Travel,Business,Work & School,College Ruled Notebooks for Note Taking,Diary Notepad 5.7\\\"\\u00d78.3\\\"(Brown)\", \"asin\": \"B0B4DKQSDV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls\", \"asin\": \"B0CV4GS3F2\", \"price\": \"$4.97\", \"quantity\": \"\"},\n {\"title\": \"Clear Case for All-New Kindle Paperwhite 12th Gen 2024 (7\\\") & Kindle Colorsoft Signature Edition (7\\\") - Lightweight, Scratch-Proof Silicone Back Cover, Clear\", \"asin\": \"B0DK6TYFL4\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"3 Pack) Anti-Glare (Matte) Screen Protector for all-New Kindle Paperwhite & Kindle Paperwhite Signature Edition 7-inch (12th Generation - 2024 release)\", \"asin\": \"B0DL7CCVFM\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Medium Paper Plates, 8.5 Inch, 90 Count, 2X Stronger*, Microwave-Safe, Soak-Proof, Cut Resistant, Disposable Plates For Everyday Breakfast, Lunch, & Dinner Meals\", \"asin\": \"B0748J34WZ\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"3 Pack Anti-Glare Matte Screen Protector for 7\\\" Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition,Boox Go 7,Kobo Aura 2 - High Clarity, Fingerprint Resistant - Fine-Grit Texture PET Film\", \"asin\": \"B0DL63XSHC\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Plastic Oil Funnels for Automotive Use Set of 5, Large Flexible Fuel Funnel with Hose for Gas Transfer, Gasoline Funnels for Cars Boat Canning and Bottle\", \"asin\": \"B0BQ695F21\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Ultra Soft Facial Tissues, 4 Cube Boxes, 60 Tissues per Box, 3-Ply (240 Total Tissues), Packaging May Vary\", \"asin\": \"B09M5XF6JV\", \"price\": \"$6.58\", \"quantity\": \"\"},\n {\"title\": \"Everyday Paper Plates, 8.62 Inch, Disposable, 100 Count\", \"asin\": \"B0C2CY22B8\", \"price\": \"$5.97\", \"quantity\": \"\"},\n {\"title\": \"Clear Case for 7\\\" All-New Kindle Paperwhite 12th Gen 2024 & Kindle Colorsoft Signature Edition (2024 Release) - Ultra Slim Soft TPU Transparent Cover & Lightweight, Clear\", \"asin\": \"B0DL93RX12\", \"price\": \"$5.95\", \"quantity\": \"\"},\n {\"title\": \"Ultra Soft Facial Tissues, 3 Flat Boxes, 120 Tissues per Box, 3-Ply (360 Total Tissues), Packaging May Vary\", \"asin\": \"B09M6JWHV5\", \"price\": \"$5.97\", \"quantity\": \"\"},\n {\"title\": \"Multi-Surface Cloth Paper Towels, 3 Double Rolls, 110 Sheets Per Roll\", \"asin\": \"B0CKWMSSC7\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n {\"title\": \"Case for Kindle Paperwhite 12th Gen 2024 (7\\\") & Kindle Colorsoft Signature Edition - All New PU Leather Cover with Auto Sleep Wake Feature for Kindle Paperwhite Signature 2024 Released, Black\", \"asin\": \"B0DKF79X8L\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"EZ-Squeeze Ultra Dish Soap, Dishwashing Liquid, Original, Dish Soap Refill, 22 fl oz\", \"asin\": \"B09NF7RLYH\", \"price\": \"$3.94\", \"quantity\": \"\"},\n {\"title\": \"Multi Purpose Cleaner , Car Cleaner Spray for All Auto Surfaces, 16 Fl Oz\", \"asin\": \"B000CF6L0G\", \"price\": \"$6.59\", \"quantity\": \"\"},\n {\"title\": \"Women's Postpartum Underwear, Disposable Boyshort Underwear, Seamless with Stretchy Support, Postpartum Essentials, Size Regular (Waist 28\\\"-42\\\" Stretched), 8 Count, Grey\", \"asin\": \"B07THFQS6Y\", \"price\": \"$12.71\", \"quantity\": \"\"},\n {\"title\": \"Organic Nipple Butter\\u2122 | Nipple Cream Safe for Breastfeeding | Postpartum Essentials for Nursing | Non Lanolin Nipple Cream, 2-Fluid Ounce\", \"asin\": \"B000JVCBBG\", \"price\": \"$13.97\", \"quantity\": \"\"},\n {\"title\": \"2-in-1 Postpartum Pads, Absorbent Perineal Ice Maxi Pads, Instant Cold Therapy Packs and Maternity Pad in One\", \"asin\": \"B07THDP4KZ\", \"price\": \"$18.89\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Half Caffeinato, Mild Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768QPPZC\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Medicated Cooling Pads, 100 Count \\u2013 Pads with Witch Hazel, Cleanses Sensitive Areas, Protects from Irritation, Hemorrhoid Treatment, Medicated Pads Used By Hospitals\", \"asin\": \"B06ZYLFV8L\", \"price\": \"$7.68\", \"quantity\": \"\"},\n {\"title\": \"Milkmakers Lactation Cookie Bites, Oatmeal Chocolate Chip, 10 Ct\", \"asin\": \"B0792MKS8F\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Nananubs Banana Massaging Toothbrush\", \"asin\": \"B01LYHTATF\", \"price\": \"$4.98\", \"quantity\": \"\"},\n {\"title\": \"Saline Spray and Drops, Safe for Newborns, 0.5 fl oz\", \"asin\": \"B005P4J5I4\", \"price\": \"$3.27\", \"quantity\": \"\"},\n {\"title\": \"Witch Hazel Perineal Cooling Pad Liners for Postpartum Care, Hospital Bag Essentials for Pain Relief After Birth, Full-Length Medicated Cooling Pad Liners (24ct)\", \"asin\": \"B07TYH9JYZ\", \"price\": \"$9.39\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Stormio, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768QK616\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Sunflower Lecithin 1200mg, Lactation Support, Sunflower Lecithin Supplement for Clogged Milk Ducts, Made in USA, 200 Softgels\", \"asin\": \"B07BKR77N6\", \"price\": \"$23.99\", \"quantity\": \"\"},\n {\"title\": \"Sensitive Gum Care Electric Toothbrush Replacement Brush Heads Refill, 3 Count\", \"asin\": \"B00006ANDK\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Organic Baby Vitamin D Drops | Promotes Healthy Growth and Bone Development | Age Newborn+ | 0.11 Fl Oz (100 Servings)\", \"asin\": \"B01FSY52FK\", \"price\": \"$12.49\", \"quantity\": \"\"},\n {\"title\": \"Series 9 Electric Shaver Replacement Head - 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Press Ons, Fake Nails Tips & Acrylics - Long Lasting, Maximum Strength, Mess-Free Application\", \"asin\": \"B01I70RA8E\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Dermaplaning Tool - Face Razors for Women and Men, Eyebrow Trimmer and Face Shaver, Facial Hair Removal, Facial Razors for Women and Men, Dermaplane Razor - 12pc, Terracotta\", \"asin\": \"B08V3JGB1F\", \"price\": \"$8.90\", \"quantity\": \"\"},\n {\"title\": \"Women's Balance Hair Growth Supplements, Ages 45 and Up, Clinically Proven for Visibly Thicker Hair and Scalp Coverage, Dermatologist Recommended - 1 Month Supply\", \"asin\": \"B07QZ5CTTF\", \"price\": \"$88.00\", \"quantity\": \"\"},\n {\"title\": \"Silk Bonnet for Sleeping Women Satin Bonnet Double Layer Satin Lined Hair Bonnet with Tie Band Curly Hair\", \"asin\": \"B0BLXZ4YBJ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Glycolic Acid 7% Exfoliating Toner, Brightening and Smoothing Daily Toner for More Even-Looking Skin Tone\", \"asin\": \"B071914GGL\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter\", \"asin\": \"B07DY2YZW6\", \"price\": \"$19.00\", \"quantity\": \"\"},\n {\"title\": \"Collagen Overnight Wrapping Peel Off Facial Mask Pack - Elasticity & Hydration Care, Reduces Sagging & Dullness - Hydrolyzed Collagen For Glowing Skin - Korean Skin Care, 2.53 fl.oz\", \"asin\": \"B0BRMYHMS5\", \"price\": \"$18.90\", \"quantity\": \"\"},\n {\"title\": \"Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"UV Clear Face Sunscreen SPF 46, Oil Free Sunscreen with Zinc Oxide, Dermatologist Recommended Sunscreen\", \"asin\": \"B002MSN3QQ\", \"price\": \"$44.00\", \"quantity\": \"\"},\n {\"title\": \"Kojic Acid Dark Spot Remover Soap Bars with Vitamin C, Retinol, Collagen, Turmeric - Original Japanese Complex Infused with Hyaluronic Acid, Vitamin E, Shea Butter, Castile Olive Oil (2 Pack)\", \"asin\": \"B09MFMCTRK\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Ear and Nose Hair Trimmer Clipper - 2025 Professional Painless Eyebrow & Facial Hair Trimmer for Men Women,Battery-Operated Trimmer with IPX7 Waterproof,Dual Edge Blades for Easy Cleansing Black\", \"asin\": \"B098NSHBQK\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n {\"title\": \"Hand Soap, Made with Essential Oils, Biodegradable Formula, Rain Water, 12.5 fl. oz - Pack of 3\", \"asin\": \"B07TJG79HP\", \"price\": \"$14.34\", \"quantity\": \"\"},\n {\"title\": \"Super Serum Body Wash for Extra Dry Skin, 24hr Long Lasting Hydration, 5+ Ingredient Serum Complex for Bright Even Firm Luminous Skin, 18.5 fl oz\", \"asin\": \"B0DMQ7J3YQ\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"Indulgence Protein Shake, 30g Protein, 3g Sugar, Chocolate Covered Strawberry, 11.5 fl oz, Pack of 12\", \"asin\": \"B0DLCNXJD1\", \"price\": \"$28.39\", \"quantity\": \"\"},\n {\"title\": \"Creator 3 in 1 Cute Bunny Toy - Building Toy Set with 3 Build Options, Bunny, Seal, or Llama - Easter Basket Gift & Craft - Animal Figures for Kids, Girls and Boys, Ages 8+ - 31162\", \"asin\": \"B0DJ1B2RW6\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Electric NoseFrida Nasal Aspirator for Baby, Nose Sucker for Baby & Toddler, Upgraded Nasal Aspirator for Congestion Relief with 3 Suction Levels, 2 Silicone Tips, USB\", \"asin\": \"B0DSCJW89Z\", \"price\": \"$27.97\", \"quantity\": \"\"},\n {\"title\": \"Label Maker Tape Refill Compatible with Brother P-Touch Label Tape TZ TZe Tape 12mm 0.47 Laminated White 1/2\\\" Black on White TZe-231 TZE231 for PT-D210 D220 H110 D410 P710BT H111 1070 1880, 6-Pack\", \"asin\": \"B0DK8D8RXW\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"Handheld Vacuum Cordless Rechargeable, LED Light, 1.65 Pounds Car Vacuums Light Weight, Hand Vacuum Cordless Rechargeable with Washable Filter, USB Charge\", \"asin\": \"B0DWXGNFJD\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Hydrating Anti Dandruff Shampoo, 1% Pyrithione Zinc Dandruff Treatment With Ceramides, Niacinamide & Hyaluronic Acid, Helps Eliminate Flakes & Provides Itchy Scalp Relief, Sulfate Free, 12 Oz\", \"asin\": \"B0DV43L7J8\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"Samsung Galaxy S25 Ultra Commuter Series Case - Black\", \"asin\": \"B0DP3G4DCN\", \"price\": \"$29.20\", \"quantity\": \"\"},\n {\"title\": \"Ultra Blue Hawaiian, Sugar Free Energy Drink, 16 Ounce (Pack of 15)\", \"asin\": \"B0DSGRDCHY\", \"price\": \"$31.26\", \"quantity\": \"\"},\n {\"title\": \"Creator 3 in 1 Wild Animals Surprising Spider Toy - Building Toy with 3 Build Options, Spider, Scorpion, or Snake - Animal Figures for Kids, Boys & Girls, Ages 7+ - Gift Idea for Birthday - 31159\", \"asin\": \"B0DJ1BQHQX\", \"price\": \"$8.31\", \"quantity\": \"\"},\n {\"title\": \"Super Cream with Sunscreen SPF 30, 1.7 oz, Ultra Lightweight Face Moisturizer - Vitamin C & E, Hyaluronic Acid, Niacinamide, Collagen Peptide - Hydrate, Smooth, Brighten, Firm, and Protect\", \"asin\": \"B0DHWFWSVF\", \"price\": \"$34.94\", \"quantity\": \"\"},\n {\"title\": \"Botanicals Lucky Bamboo Building Set - Artificial Plant for Indoor Home D\\u00e9cor, Adults Ages 18+ - Fake Plant Decoration for Table, Desk, Office - Unique Gift for Her & Him - 10344\", \"asin\": \"B0DJ18ZWYQ\", \"price\": \"$25.49\", \"quantity\": \"\"},\n {\"title\": \"360 Set 2 oz Jello Shot Cups with Lids, Sturdy & Food Safe Disposable Plastic Portion Condiment Dipping Sauce Cups, Small Containers for Salad Dressing\", \"asin\": \"B0DLT4GBST\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Triple Action Clean Automatic Dishwasher Detergent Packs with Bio-Enzyme Power, Free & Clear, Fights 48-hour Stuck-on Food, 54 count\", \"asin\": \"B0DGHV148S\", \"price\": \"$19.61\", \"quantity\": \"\"},\n {\"title\": \"2 In 1 Hydrating Anti Dandruff Shampoo And Conditioner, 1% Pyrithione Zinc Dandruff Treatment, Color Safe & Sulfate Free Shampoo And Conditioner, Helps Eliminate Dandruff & Relieve Itchy Scalp\", \"asin\": \"B0DV44KXW4\", \"price\": \"$9.97\", \"quantity\": \"\"},\n {\"title\": \"URO Vaginal Probiotics for Women pH Balance with Prebiotics & Lactobacillus Probiotic Blend - Women's Vaginal Health Supplement - Promote Healthy Vaginal Odor & Vaginal Flora, 60 Count (Pack of 1)\", \"asin\": \"B0D5FZGY8W\", \"price\": \"$28.97\", \"quantity\": \"\"},\n {\"title\": \"Lavender Essential Oil with Glass Dropper | 100% Pure and Natural Lavender Oil | Premium Grade Essential Oils for Diffusers, Skin, Aromatherapy, Massage | 4 Fl Oz\", \"asin\": \"B00TSTZQEY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Heavy Duty Support Pain Relief Orthotics - 220+ lbs Plantar Fasciitis High Arch Support Insoles for Men Women, Flat Feet Orthotic Insert, Work Boot Shoe Insole, Absorb Shock with Every Step\", \"asin\": \"B0BM63Y76W\", \"price\": \"$35.98\", \"quantity\": \"\"},\n {\"title\": \"Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"quantity\": \"\"},\n {\"title\": \"24 Hour Allergy Relief, Cetirizine Hydrochloride Tablets, 10 mg, 300 Count (Packaging may vary)\", \"asin\": \"B074F145Y1\", \"price\": \"$28.47\", \"quantity\": \"\"},\n {\"title\": \"Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct\", \"asin\": \"B01HI7WP0U\", \"price\": \"$12.47\", \"quantity\": \"\"},\n {\"title\": \"Organic Castor Oil - 16 Fl Oz - 100% Pure and Natural - Premium Grade Carrier Oil for Hair Growth, Eyelashes and Eyebrows - Hair and Body - Expeller-Pressed & Hexane-Free\", \"asin\": \"B0734849YK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"CURAD Alcohol Prep Pads (Pack of 4 Boxes) | 400 Pieces of Medium Isopropyl Alcohol Wipes Individually Wrapped | First Aid Alcohol Swabs for Cuts & Scrapes | Medical Alcohol Pads for General Cleansing\", \"asin\": \"B00KOSP454\", \"price\": \"$5.59\", \"quantity\": \"\"},\n {\"title\": \"Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n {\"title\": \"10 Pack Mosquito Repellent Bracelets, DEET-Free Bands, Individually Wrapped (Packaging May Vary)\", \"asin\": \"B017G1051Y\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acidified Deodorant Wipes - 24 Hour Odor Control - Aluminum Free, Baking Soda Free, Skin Loving - 15 Count (Pack of 3) (Cool Cucumber)\", \"asin\": \"B08CMP263B\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"SP657 Premium Permethrin Insect Repellent for Clothing, Gear & Tents, Trigger Spray, 24-Ounce\", \"asin\": \"B001ANQVYU\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"500ml Premium, Essential Oil Diffuser with Remote Control, 5 in 1 Ultrasonic Aromatherapy Fragrant Oil Humidifier Vaporizer, Timer and Auto-Off Switch Brown\", \"asin\": \"B01MR4Y0CZ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Pearl Tampons Multipack, Light/Regular/Super Absorbency, with Leakguard Braid, Unscented, 94 Count\", \"asin\": \"B0B33LJX6N\", \"price\": \"$22.98\", \"quantity\": \"\"},\n {\"title\": \"Nasal Strips | Extra Strength | Clear | For Sensitive Skin I Drug-Free Snoring Solution & Nasal Congestion Relief Caused by Colds & Allergies | 44 Count (Packaging May Vary)\", \"asin\": \"B07FHM225F\", \"price\": \"$15.02\", \"quantity\": \"\"},\n {\"title\": \"Organic Roasted Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)\", \"asin\": \"B077G22ZKW\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)\", \"asin\": \"B009GDBNF8\", \"price\": \"$57.31\", \"quantity\": \"\"},\n {\"title\": \"Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)\", \"asin\": \"B06X8Z2W7W\", \"price\": \"$10.02\", \"quantity\": \"\"},\n {\"title\": \"Fun Times Mix Variety Pack, (Pack of 40)\", \"asin\": \"B076H6F974\", \"price\": \"$22.43\", \"quantity\": \"\"},\n {\"title\": \"Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct\", \"asin\": \"B01GQ5GQEG\", \"price\": \"$12.86\", \"quantity\": \"\"},\n {\"title\": \"Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack\", \"asin\": \"B01DDIRDZA\", \"price\": \"$46.10\", \"quantity\": \"\"},\n {\"title\": \"Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)\", \"asin\": \"B07ND51YPC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)\", \"asin\": \"B01E6WOVX4\", \"price\": \"$13.98\", \"quantity\": \"\"},\n {\"title\": \"Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)\", \"asin\": \"B00451SGZ6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count\", \"asin\": \"B0015068PA\", \"price\": \"$17.18\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0BZJVFFNM\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag\", \"asin\": \"B0CJCXLDSP\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz\", \"asin\": \"B08LGD7WRZ\", \"price\": \"$3.97\", \"quantity\": \"\"},\n {\"title\": \"English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary\", \"asin\": \"B001GM60LE\", \"price\": \"$11.42\", \"quantity\": \"\"},\n {\"title\": \"Shown on TV \\u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\\\"x19\\\"\", \"asin\": \"B08N6VLJKV\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection\", \"asin\": \"B00B8CG602\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Original Dog Treats Biscuits for Medium Dogs, 10 Pound\", \"asin\": \"B000I82DTU\", \"price\": \"$14.98\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!\", \"asin\": \"B09PF4KVHJ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n {\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n {\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n {\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n {\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:21.524Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-01T23:16:21.524Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:16:21.524Z
|
train
| 506 |
2025-04-01T23:16:21.524Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "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.
{
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{
"term": ""
}
],
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{"title": "Series 9 Electric Shaver Replacement Head - 92S - Compatible with all Series 9 Electric Razors 9290cc, 9291cc, 9370cc, 9293s, 9385cc, 9390cc, 9330s, 9296cc", "asin": "B01M29018Y", "price": "$79.99", "quantity": ""},
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{"title": "AirTag 4 Pack", "asin": "B0D54JZTHY", "price": "$69.99", "quantity": ""},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$12.99", "quantity": ""},
{"title": "QuickSnap Flash 400 One-Time-Use Camera - 2 Pack", "asin": "B00012YIA0", "price": "$23.53", "quantity": ""},
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{"title": "Soundcore 2 Portable Bluetooth Speaker with IPX7 Waterproof, 24-Hour Playtime, Wireless Stereo Pairing, 12W Stereo Sound, Bluetooth 5, Bassup, Electronics for Home, Shower, Outdoors, Travel", "asin": "B01MTB55WH", "price": "$29.99", "quantity": ""},
{"title": "AirPods Pro 2 Wireless Earbuds, Bluetooth Headphones, Active Noise Cancellation, Hearing Aid Feature, Transparency, Personalized Spatial Audio, High-Fidelity Sound, H2 Chip, USB-C Charging", "asin": "B0D1XD1ZV3", "price": "$199.00", "quantity": ""},
{"title": "Cable Zip Ties,400 Pack Black Assorted Sizes 12+8+6+4 Inch,Multi-Purpose Self-Locking Nylon Cable Cord Management ,Plastic Wire Ties for Home,Office,Garden,Workshop. By HAVE ME TD", "asin": "B08TVLYB3Q", "price": "$5.99", "quantity": ""},
{"title": "AirFly SE | Bluetooth Wireless Transmitter/Adapter for AirPods/Wireless or Noise-Cancelling Headphones; use on Airplanes and Gym Equipment, 20+ hr Battery Life", "asin": "B0BQZBMXD4", "price": "$28.99", "quantity": ""},
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{"title": "TV Wall Mount for 32-65 Inch TV, TV Mount with Swivel and Tilt, Full Motion TV Bracket with Articulating Dual Arms, Fits 16inch Studs, Max VESA 400X400 mm, 99lbs, MD2380", "asin": "B00SFSU53G", "price": "$39.99", "quantity": ""},
{"title": "Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)", "asin": "B08R6S1M1K", "price": "$9.98", "quantity": ""},
{"title": "Dash Cam Front Rear, 4K/2.5K Full HD Dash Camera for Cars, Included 32GB Card, Built-in Wi-Fi GPS, 3.16\u201d IPS Screen, Night Vision, 170\u00b0Wide Angle, WDR, 24H Parking Mode(F7NP)", "asin": "B098WVKF19", "price": "$119.99", "quantity": ""},
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{"title": "Ice and Water Refrigerator Filter 1, EDR1RXD1, Single-Pack , Purple", "asin": "B00UXG4WR8", "price": "$49.98", "quantity": ""},
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{"title": "Floating Shelves for Wall, Wall Mounted Rustic Wood Shelves for Bathroom, Bedroom, Living Room, Kitchen, Hanging Shelf for Books/Storage/Room Decor with 22lbs Capacity (Black, Set of 3, 15.7in)", "asin": "B0BQHV84H6", "price": "$19.99", "quantity": ""},
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{"title": "XWFE Refrigerator Water Filter, Genuine Replacement Filter, Certified to Reduce Lead, Sulfur, and 50+ Other Impurities, Replace Every 6 Months for Best Results, Pack of 1", "asin": "B0882ZJ48W", "price": "$48.21", "quantity": ""},
{"title": "Shower Head - High Pressure Rain - Premium Quality Luxury Design - 1-Min Install - Easy Clean Adjustable Replacement for Your Bathroom Shower Heads (Luxury Polished Chrome, 6 Inch Round)", "asin": "B074PR4FRT", "price": "$34.95", "quantity": ""},
{"title": "High Output Revitalizing Shower Filter - Reduces Dry Itchy Skin, Dandruff, Eczema, and Dramatically Improves The Condition of Your Skin, Hair and Nails - Chrome (SF100)", "asin": "B01MUBU0YC", "price": "$35.99", "quantity": ""},
{"title": "Felt Furniture Pads X-PROTECTOR 133 PCS Premium Furniture Pads - Felt Pads Furniture Feet Best Wood Floor Protectors - Protect Your Hardwood & Laminate Flooring! Brown and Beige", "asin": "B01D93Z9ZA", "price": "$8.91", "quantity": ""},
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{"title": "RPWFE Refrigerator Water Filter, Genuine Replacement Filter, Certified to Reduce Lead, Sulfur, and 50+ Other Impurities, Replace Every 6 Months for Best Results, Pack of 1", "asin": "B009PCI2JU", "price": "$49.98", "quantity": ""},
{"title": "Night Light Plug in, Modern Night Lights Plug into Wall, Dusk to Dawn Sensor, Soft White 3000K, 0-100LM Adjustable Brightness, Dimmable Night Lights for Hallway Bedroom Stairway, 2 Pack", "asin": "B0B3XMTRHN", "price": "$19.99", "quantity": ""},
{"title": "Carbon Monoxide Detector, Plug In Wall with AA Battery Backup, Test-Hush Button", "asin": "B00M48BH30", "price": "$24.79", "quantity": ""},
{"title": "LED Strip Lights 130ft Lights Strip for Bedroom, Desk, Indoor Room Bedroom Brithday Gifts RGB Decor with Remote and 24V Power Supply", "asin": "B0D4DJ6BRR", "price": "$9.99", "quantity": ""},
{"title": "Washing Machine Cleaner, Cleans Front Load and Top Load Washers, Including HE, 6 Tablets", "asin": "B00C91Q86I", "price": "$11.98", "quantity": ""},
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{"title": "Vinyl Synthetic Exam Gloves, 4 Mil, Latex Free Disposable Gloves for Medical, Cooking, Cleaning, and Food Prep", "asin": "B09KTKYP9F", "price": "$7.99", "quantity": ""},
{"title": "Washing Machine Cleaner Descaler 24 Pack - Deep Cleaning Tablets For HE Front Loader & Top Load Washer, Septic Safe Eco-Friendly Deodorizer, Clean Inside Drum and Laundry Tub Seal - 12 Month Supply", "asin": "B08DVFZTTG", "price": "$19.95", "quantity": ""},
{"title": "Ultra Strong Tall Kitchen Trash Bags, Lavender & Sweet Vanilla Scent, 13 Gallon, 80 Count", "asin": "B01BZ0LXL8", "price": "$11.97", "quantity": ""},
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{"title": "Code H 100 Count,Genuine Custom Fit Liners, Drawstring Trash Bags in Dispenser Packs, 30-35 Liter / 8-9 Gallon, White", "asin": "B08F7BSLNW", "price": "$27.99", "quantity": ""},
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{"title": "Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)", "asin": "B06X8Z2W7W", "price": "$10.02", "quantity": ""},
{"title": "Fun Times Mix Variety Pack, (Pack of 40)", "asin": "B076H6F974", "price": "$22.43", "quantity": ""},
{"title": "Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct", "asin": "B01GQ5GQEG", "price": "$12.86", "quantity": ""},
{"title": "Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack", "asin": "B01DDIRDZA", "price": "$46.10", "quantity": ""},
{"title": "Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)", "asin": "B07ND51YPC", "price": "$19.99", "quantity": ""},
{"title": "Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)", "asin": "B01E6WOVX4", "price": "$13.98", "quantity": ""},
{"title": "Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)", "asin": "B00451SGZ6", "price": "$12.99", "quantity": ""},
{"title": "Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count", "asin": "B0015068PA", "price": "$17.18", "quantity": ""},
{"title": "Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.", "asin": "B0BZJVFFNM", "price": "$39.00", "quantity": ""},
{"title": "Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag", "asin": "B0CJCXLDSP", "price": "$7.99", "quantity": ""},
{"title": "Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz", "asin": "B08LGD7WRZ", "price": "$3.97", "quantity": ""},
{"title": "English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary", "asin": "B001GM60LE", "price": "$11.42", "quantity": ""},
{"title": "Shown on TV \u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\"x19\"", "asin": "B08N6VLJKV", "price": "$19.95", "quantity": ""},
{"title": "Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection", "asin": "B00B8CG602", "price": "$59.98", "quantity": ""},
{"title": "Original Dog Treats Biscuits for Medium Dogs, 10 Pound", "asin": "B000I82DTU", "price": "$14.98", "quantity": ""},
{"title": "Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!", "asin": "B09PF4KVHJ", "price": "$23.97", "quantity": ""},
{"title": "Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans", "asin": "B00JT3TP1O", "price": "$22.03", "quantity": ""},
{"title": "Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub", "asin": "B01LNB6SA0", "price": "$15.48", "quantity": ""},
{"title": "50 Count 30\u201d x 36\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads", "asin": "B0CPPLFQKB", "price": "$27.99", "quantity": ""},
{"title": "Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue", "asin": "B0CLLPVZRV", "price": "$14.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""},
{"title": "Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip", "asin": "B00NABTC8M", "price": "$8.19", "quantity": ""},
{"title": "Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count", "asin": "B07NHL31CC", "price": "$9.98", "quantity": ""},
{"title": "All-Absorb A26 Male Dog Wrap, 50 Count, Small", "asin": "B07C22NTL4", "price": "$17.99", "quantity": ""},
{"title": "Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \u2013 Citrus Cleaner with Natural Orange Oil \u2013 24 oz", "asin": "B07N316V8C", "price": "$17.96", "quantity": ""},
{"title": "ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs", "asin": "B0C5Y6MBCR", "price": "$35.23", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-01T23:16:21.524Z", // the timestamp when this action occurs
"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": 506,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"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\": \"Ultra Comfort Toilet Paper, 9 Mega Rolls (9 Mega Rolls = 36 Regular Rolls), 244 Sheets per Roll, Packaging May Vary\", \"asin\": \"B0CKV7B49Z\", \"price\": \"$9.96\", \"quantity\": \"\"},\n {\"title\": \"Blue Trash Bags, Blue, 13 Gallon, 60 Count\", \"asin\": \"B01MRI9H1G\", \"price\": \"$9.37\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio Decaffeinato, Medium Roast Espresso, 30-Count Coffee Pods, Brews 7.8 oz.\", \"asin\": \"B09CBSBFQ2\", \"price\": \"$40.50\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Whitening Toothpaste, Toothpaste for Sensitive Teeth & Gum Problems, 3.4 Ounces (Pack of 3)\", \"asin\": \"B084ZJ6541\", \"price\": \"$18.74\", \"quantity\": \"\"},\n {\"title\": \"UltraPhase 1 & 2, 2-Component Detergent for Whites/Colors Aqua Fragrance (2, UltraPhase 1 & 2)\", \"asin\": \"B082VMG9DT\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Pro-Health Advanced Mouthwash, Alcohol Free, Extra Whitening, Energizing Mint Flavor, 946 mL (32 fl oz)\", \"asin\": \"B0126XBQK6\", \"price\": \"$7.17\", \"quantity\": \"\"},\n {\"title\": \"Super Sensitive Unscented Baby Shampoo and Body Wash | 100% Plant-Based | Fragrance Free Shampoo For Sensitive Skin | Hypoallergenic | Organic Calendula + Aloe Vera | 562 mL / 19 oz.\", \"asin\": \"B004L5NEWQ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Original WA UP1 1401 L NA UltraPhase 1 Liquid Laundry Detergent for Miele Washing Machines with TwinDos, Aqua Scent, 47.67 oz for 47 Wash Loads \\u2013 11504560\", \"asin\": \"B0BRTCGTVJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Intenso, Dark Roast Coffee, 30-Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6K\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Calendula Shampoo and Body Wash | 100% Plant-Based (USDA Certified) | Allergy Friendly | Soothing Baby Soap and Toddler Shampoo for Dry, Sensitive Skin | 562 mL / 19 fl. oz.\", \"asin\": \"B0077UYTUS\", \"price\": \"$31.99\", \"quantity\": \"\"},\n {\"title\": \"Sweeper Wet Mopping Cloth Multi Surface Refills, Mops for Floor Cleaning, Febreze Lavender Scent, 36 Count\", \"asin\": \"B012CFJFOW\", \"price\": \"$18.87\", \"quantity\": \"\"},\n {\"title\": \"Series 7 70S Electric Shaver Head Replacement Cassette \\u2013 Silver\", \"asin\": \"B001VEK1HQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"ToiletWand Toilet Cleaning Refills, Disinfecting Scrubbing Pads, 10 Count (Pack May Vary)\", \"asin\": \"B000VDX2UG\", \"price\": \"$6.98\", \"quantity\": \"\"},\n {\"title\": \"Twin Dos Care - 11171450\", \"asin\": \"B09NHWLWPN\", \"price\": \"$19.58\", \"quantity\": \"\"},\n {\"title\": \"Powerline II 3-in-1 Cable, Lightning/Type C/Micro USB Cable for iPhone, iPad, Huawei, HTC, LG, Samsung Galaxy, Sony Xperia, Android Smartphones, iPad Pro 2018 and More(3ft, Black)\", \"asin\": \"B07215381G\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"The Myth of Sisyphus (Vintage International)\", \"asin\": \"0525564454\", \"price\": \"$9.19\", \"quantity\": \"\"},\n {\"title\": \"Nursing Bras for Breastfeeding, Seamless Pregnancy Maternity Bra Wireless Classic Jelly Strip Support Nursing Bra\", \"asin\": \"B0BQMGMXC9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Sensitivity & Gum Sensitive Toothpaste for Gingivitis, Sensitive Teeth Treatment, Clean & Fresh - 3.4 Ounce (Pack of 4)\", \"asin\": \"B095Z5PKDJ\", \"price\": \"$17.93\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Melozio, Medium Roast Coffee, 10 Count (Pack of 3) Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0768N9N6M\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"The Stranger\", \"asin\": \"0679720200\", \"price\": \"$11.83\", \"quantity\": \"\"},\n {\"title\": \"Plastic Wash Tub Dishpan Basin and Foot Bath for Soaking Feet, Laundry Hand Wash Bucket, Dish Pans for Washing and Storage Cleaning Supplies - 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Seaweed Sheets, Sea Salt, Keto, Vegan, Gluten Free, Great Source of Iodine and Omega 3\\u2019s, Healthy On-The-Go Snack for Kids & Adults, #1 Sea Salt, 0.17 Ounce (Pack of 20)\", \"asin\": \"B077G22ZKW\", \"price\": \"$16.98\", \"quantity\": \"\"},\n {\"title\": \"K-Cup Coffee Pods, Medium Roast Coffee, Pike Place Roast for Keurig Brewers, 100% Arabica, 4 boxes (96 pods total)\", \"asin\": \"B009GDBNF8\", \"price\": \"$57.31\", \"quantity\": \"\"},\n {\"title\": \"Gum | Aspartame Free Chewing Gum | 100% Xylitol | Natural Spearmint Flavored Gum, 55 Pieces (Pack of 3)\", \"asin\": \"B06X8Z2W7W\", \"price\": \"$10.02\", \"quantity\": \"\"},\n {\"title\": \"Fun Times Mix Variety Pack, (Pack of 40)\", \"asin\": \"B076H6F974\", \"price\": \"$22.43\", \"quantity\": \"\"},\n {\"title\": \"Crackers Big Smiles Variety Pack with Cheddar, Colors, and Pretzels, Snack Packs, 30 Ct\", \"asin\": \"B01GQ5GQEG\", \"price\": \"$12.86\", \"quantity\": \"\"},\n {\"title\": \"Elite High Protein Shake, Chocolate, 42g Bottle, 14oz, 12 Pack\", \"asin\": \"B01DDIRDZA\", \"price\": \"$46.10\", \"quantity\": \"\"},\n {\"title\": \"Organic Hibiscus Tea, 100 Count, Eco-Conscious Tea Bags, Caffeine Free, Packaging May Vary (Pack of 1)\", \"asin\": \"B07ND51YPC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Water Best Sellers Pack, 3 Bottles Each of: Watermelon, Blackberry, Cherry, and Pineapple, Zero Calories, Zero Sugar and Zero Sweeteners, 16 Fl Oz (Pack of 12)\", \"asin\": \"B01E6WOVX4\", \"price\": \"$13.98\", \"quantity\": \"\"},\n {\"title\": \"Coffee Creamer, Original, Liquid Creamer Singles, Non Dairy, No Refrigeration, 0.375 fl oz Tubs (Pack of 180)\", \"asin\": \"B00451SGZ6\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Milk Chocolate Delight Protein Shake, 15g Protein, Low Glycemic, 2g Net Carb, 1g Sugar, Keto Friendly, 12 Count\", \"asin\": \"B0015068PA\", \"price\": \"$17.18\", \"quantity\": \"\"},\n {\"title\": \"Capsules Vertuo, Barista Flavored Pack, Medium Roast Coffee, 30 Count Coffee Pods, Brews 7.8oz.\", \"asin\": \"B0BZJVFFNM\", \"price\": \"$39.00\", \"quantity\": \"\"},\n {\"title\": \"Baking Soda Made in USA, Ideal for Baking, Pure & Natural, 2.7lb Bag\", \"asin\": \"B0CJCXLDSP\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Gummy Clusters, Candy, Rainbow, Crunchy and Gummy, 8 oz\", \"asin\": \"B08LGD7WRZ\", \"price\": \"$3.97\", \"quantity\": \"\"},\n {\"title\": \"English Breakfast Black Tea Individually Wrapped Bags, 100 Count (Pack of 1), Smooth, Flavourful, and Robust, Caffeinated, Enjoy Hot or Iced | Packaging May Vary\", \"asin\": \"B001GM60LE\", \"price\": \"$11.42\", \"quantity\": \"\"},\n {\"title\": \"Shown on TV \\u2013 Super Absorbent Microfiber Dog Door Mat for Muddy Paws, Non-Slip Washable Pet Rug, Quick Dry Chenille Entryway Carpet, Machine Washable Indoor Outdoor mat, Grey 30\\\"x19\\\"\", \"asin\": \"B08N6VLJKV\", \"price\": \"$19.95\", \"quantity\": \"\"},\n {\"title\": \"Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"Large Dog Vet-Recommended Flea & Tick Treatment & Prevention Collar for Dogs Over 18 lbs. | 8 Months Protection\", \"asin\": \"B00B8CG602\", \"price\": \"$59.98\", \"quantity\": \"\"},\n {\"title\": \"Original Dog Treats Biscuits for Medium Dogs, 10 Pound\", \"asin\": \"B000I82DTU\", \"price\": \"$14.98\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator Spray - Patented NO Fragrance NO Harsh Chemicals Organic Odor Eliminator Works On-Contact Home, Auto, Upholstery, and more Fast Easy Safe for Pets, People and the Planet!\", \"asin\": \"B09PF4KVHJ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Purina Fancy Feast Seafood Classic Pate Collection Grain Free Wet Cat Food Variety Pack - (Pack of 30) 3 oz. Cans\", \"asin\": \"B00JT3TP1O\", \"price\": \"$22.03\", \"quantity\": \"\"},\n {\"title\": \"Classic Crunchy and Soft Cat Treats Tasty Chicken Flavor, 30 oz. Tub\", \"asin\": \"B01LNB6SA0\", \"price\": \"$15.48\", \"quantity\": \"\"},\n {\"title\": \"50 Count 30\\u201d x 36\\u201d Super Absorbency Disposable Underpads, Leakproof Quick Drying, Baby Puppy & Adults Bed Pads Disposable Adults, Dog Pee Pads Extra Large, XXL Incontinence Pads\", \"asin\": \"B0CPPLFQKB\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Self Cleaning Slicker Brush - Skin Friendly Deshedding Grooming Tool for Dogs & Cats, Suitable for Shedding & Haired Pets, with Pet Supplies Accessories, Blue\", \"asin\": \"B0CLLPVZRV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"},\n {\"title\": \"Dog Poop Bags with Dispenser, 300 Count, Enhanced for Guaranteed Leakproof, Unscented, Includes Leash Clip\", \"asin\": \"B00NABTC8M\", \"price\": \"$8.19\", \"quantity\": \"\"},\n {\"title\": \"Pet Grooming Wipes for Dogs and Cats, Hypoallergenic, Cleaning and Hydrating, for Paws, Body and Butt, Unscented, 100 Count\", \"asin\": \"B07NHL31CC\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"All-Absorb A26 Male Dog Wrap, 50 Count, Small\", \"asin\": \"B07C22NTL4\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Pet Odor Eliminator for Dog and Cat Urine, Carpet Stains, and Strong Smells \\u2013 Citrus Cleaner with Natural Orange Oil \\u2013 24 oz\", \"asin\": \"B07N316V8C\", \"price\": \"$17.96\", \"quantity\": \"\"},\n {\"title\": \"ProBright Dental Powder - Dog Breath Freshener - Teeth Cleaning Made Easy \\u2013 Targets Tartar & Bad Breath - Formulated for Small Dogs\", \"asin\": \"B0C5Y6MBCR\", \"price\": \"$35.23\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-01T23:16:21.524Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"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 \"product_details\": [\n {\n \"asin\": \"B0CP9YB3Q4\"\n},\n {\n \"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0\"\n},\n {\n \"price\": \"$35.00\"\n},\n {\n \"bullet_list\": \"YOUR DREAM TUMBLER: Whichever way your day flows, the H2.0 FlowState tumbler keeps you refreshed with fewer refills. Double wall vacuum insulation means drinks stay cold, iced or hot for hours. Choose between our 14oz, 20oz, 30oz,40oz and 64oz options depending on your hydration needs. The narrow base on all sizes (except 64oz) fits just about any car cup holder, keeping it right by your side. ADVANCED LID CONSTRUCTION: Whether you prefer small sips or maximum thirst quenching, Stanley has developed an advanced FlowState lid, featuring a rotating cover with three positions: a straw opening designed to resist splashes with a seal that holds the reusable straw in place, a drink opening, and a full-cover top for added leak resistance. We\\u2019ve also included an ergonomic, comfort-grip handle, so you can easily carry your ice-cold water to work, meetings, the gym or trips out of town. EARTH-FRIENDLY DURABILITY: Constructed of 90% recycled BPA free stainless steel for sustainable sipping, the Stanley Quencher H2.0 has the durability to stand up to a lifetime of use. Eliminate the use of single-use plastic bottles and straws with a travel tumbler built with sustainability in mind. DISHWASHER SAFE: Spend less time hunched over the sink and more time doing the things you love. Cleaning your tumbler and lid couldn't be easier, just pop them into the dishwasher. Unlike plastic bottles that retain stains & smells, this metallic beauty comes out pristine LIFETIME WARRANTY: Since 1913 we\\u2019ve promised to provide rugged, capable gear for food and drink - accessories built to last a lifetime. It\\u2019s a promise we still keep. Stanley products purchased from Stanley Resellers come with a lifetime warranty. Rest easy knowing we\\u2019ve got your back through it all.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"30 Ounces\"\n},\n {\n \"Color\": \"Rose Quartz 2.0\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy\", \"asin\": \"B07FMBWPYR\", \"price\": \"$38.00\", \"quantity\": \"\"},\n {\"title\": \"DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, White, 4Pack\", \"asin\": \"B0C615Z93J\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"Drinco 40oz 30 oz Tumbler with Handle, Straw Lid, Insulated Stainless Steel Travel Mug Water Bottle Ice Coffee Cup For Cold and Hot, BigSur (30oz, Oakmilk)\", \"asin\": \"B0BVGTWB3C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Simple Modern 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Use | Gifts for Women Men Him Her | Trek Collection | Buttercup\", \"asin\": \"B0DF914Z12\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Br\\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)\", \"asin\": \"B0CJYJRB4J\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"30oz Tumbler, 2 Packs Stainless Steel Double Wall Vacuum Insulated Tumbler Travel M...\", \"asin\": \"B07RTKNCNF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"30 oz Replacement Lid for Stanley Quencher Tumbler Flip Straw, 2 PCS Spill Proof Li...\", \"asin\": \"B0DJJKZ36R\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, Mint Green, 4Pack\", \"asin\": \"B0C616KMKG\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"VINUR 40 oz Tumbler with Handle-Stainless Steel Vacuum Insulated Tumbler Cup for Travel, Reusable Coffee Mug with Lid and Straw (Pink)\", \"asin\": \"B0DRCXZKWL\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Br\\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)\", \"asin\": \"B0CJYJRB4J\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"YETI Rambler 35 oz Tumbler with Handle and Straw Lid, Travel Mug Water Tumbler, Vacuum Insulated Cup with Handle, Stainless Steel, King Crab\", \"asin\": \"B0CDJV5HK2\", \"price\": \"$33.60\", \"quantity\": \"\"},\n {\"title\": \"Stainless Steel Vacuum Insulated Tumbler with Lid and Straw for Hot and Cold Bevera...\", \"asin\": \"B0DF9RQ2VM\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"40 oz Tumbler with Handle and Straw | Insulated Tumbler with Lid and Straw | Made o...\", \"asin\": \"B0D1DBP67R\", \"price\": \"$20.00\", \"quantity\": \"\"},\n {\"title\": \"YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy\", \"asin\": \"B07FMBWPYR\", \"price\": \"$38.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"STANLEY\\u00a0Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0\", \"asin\": \"B0CP9YB3Q4\", \"price\": \"$35.00\"},\n {\"title\": \"STANLEY\\u00a0Stanley Quencher H2.O FlowState\\u2122 Tumbler 20oz Eucalyptus\", \"asin\": \"B0BS2BGKV5\", \"price\": \"$41.99\"},\n {\"title\": \"STANLEY\\u00a0Stanley x Barbie\\u2122 \\u201980s Western Ken Quencher 40 Oz\", \"asin\": \"B0DJCGLLJQ\", \"price\": \"$60.00\"},\n {\"title\": \"Mity rain\\u00a06PCS Cup Accessories Set for Stanley Cup 30oz 40oz tumbler with handle, Including Silicone Straw Topper Cover Cap and Boot, Spill Proof Stopper, Handle Charm, Initials Sticker (Letter K)\", \"asin\": \"B0D93SPQFT\", \"price\": \"$7.99\"},\n {\"title\": \"Velaco\\u00a011 PCS Accessories for Stanley Cup, Water Bottle Handle Strap for Stanley 30/40 oz tumbler with handle, including Straw Toppers, Silicone Cup Boot, Keychain Charms - White\", \"asin\": \"B0DDXFJKVP\", \"price\": \"$8.49\"},\n {\"title\": \"MOTEERLLU\\u00a06pcs Stanley Cup Accessories Set,Bow Straw Cover for Stanley Cup 30oz 40oz, Including Straw Topper,Spill Proof Stopper,Sparkly Silicone Boot Set,Handle Charm,Initials Sticker (A)\", \"asin\": \"B0DHN4ZBR6\", \"price\": \"$6.99\"}\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\": \"2025-04-01T23:17:29.065Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-01T23:17:29.065Z
|
click
|
nav_bar
|
rule
|
2025-04-01T23:17:29.065Z
|
train
| 507 |
2025-04-01T23:17:29.065Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "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": ""
}
],
"product_details": [
{
"asin": "B0CP9YB3Q4"
},
{
"title": "Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0"
},
{
"price": "$35.00"
},
{
"bullet_list": "YOUR DREAM TUMBLER: Whichever way your day flows, the H2.0 FlowState tumbler keeps you refreshed with fewer refills. Double wall vacuum insulation means drinks stay cold, iced or hot for hours. Choose between our 14oz, 20oz, 30oz,40oz and 64oz options depending on your hydration needs. The narrow base on all sizes (except 64oz) fits just about any car cup holder, keeping it right by your side. ADVANCED LID CONSTRUCTION: Whether you prefer small sips or maximum thirst quenching, Stanley has developed an advanced FlowState lid, featuring a rotating cover with three positions: a straw opening designed to resist splashes with a seal that holds the reusable straw in place, a drink opening, and a full-cover top for added leak resistance. We\u2019ve also included an ergonomic, comfort-grip handle, so you can easily carry your ice-cold water to work, meetings, the gym or trips out of town. EARTH-FRIENDLY DURABILITY: Constructed of 90% recycled BPA free stainless steel for sustainable sipping, the Stanley Quencher H2.0 has the durability to stand up to a lifetime of use. Eliminate the use of single-use plastic bottles and straws with a travel tumbler built with sustainability in mind. DISHWASHER SAFE: Spend less time hunched over the sink and more time doing the things you love. Cleaning your tumbler and lid couldn't be easier, just pop them into the dishwasher. Unlike plastic bottles that retain stains & smells, this metallic beauty comes out pristine LIFETIME WARRANTY: Since 1913 we\u2019ve promised to provide rugged, capable gear for food and drink - accessories built to last a lifetime. It\u2019s a promise we still keep. Stanley products purchased from Stanley Resellers come with a lifetime warranty. Rest easy knowing we\u2019ve got your back through it all."
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1 "
}
],
"product_options": [
{
"Size": "30 Ounces"
},
{
"Color": "Rose Quartz 2.0"
}
],
"promotion_items": [
{"title": "YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy", "asin": "B07FMBWPYR", "price": "$38.00", "quantity": ""},
{"title": "DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, White, 4Pack", "asin": "B0C615Z93J", "price": "$52.99", "quantity": ""},
{"title": "Drinco 40oz 30 oz Tumbler with Handle, Straw Lid, Insulated Stainless Steel Travel Mug Water Bottle Ice Coffee Cup For Cold and Hot, BigSur (30oz, Oakmilk)", "asin": "B0BVGTWB3C", "price": "$24.99", "quantity": ""},
{"title": "Simple Modern 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Use | Gifts for Women Men Him Her | Trek Collection | Buttercup", "asin": "B0DF914Z12", "price": "$29.99", "quantity": ""},
{"title": "Br\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)", "asin": "B0CJYJRB4J", "price": "$39.99", "quantity": ""},
{"title": "30oz Tumbler, 2 Packs Stainless Steel Double Wall Vacuum Insulated Tumbler Travel M...", "asin": "B07RTKNCNF", "price": "$22.99", "quantity": ""},
{"title": "30 oz Replacement Lid for Stanley Quencher Tumbler Flip Straw, 2 PCS Spill Proof Li...", "asin": "B0DJJKZ36R", "price": "$14.99", "quantity": ""},
{"title": "DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, Mint Green, 4Pack", "asin": "B0C616KMKG", "price": "$52.99", "quantity": ""},
{"title": "VINUR 40 oz Tumbler with Handle-Stainless Steel Vacuum Insulated Tumbler Cup for Travel, Reusable Coffee Mug with Lid and Straw (Pink)", "asin": "B0DRCXZKWL", "price": "$28.99", "quantity": ""},
{"title": "Br\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)", "asin": "B0CJYJRB4J", "price": "$39.99", "quantity": ""},
{"title": "YETI Rambler 35 oz Tumbler with Handle and Straw Lid, Travel Mug Water Tumbler, Vacuum Insulated Cup with Handle, Stainless Steel, King Crab", "asin": "B0CDJV5HK2", "price": "$33.60", "quantity": ""},
{"title": "Stainless Steel Vacuum Insulated Tumbler with Lid and Straw for Hot and Cold Bevera...", "asin": "B0DF9RQ2VM", "price": "$29.99", "quantity": ""},
{"title": "40 oz Tumbler with Handle and Straw | Insulated Tumbler with Lid and Straw | Made o...", "asin": "B0D1DBP67R", "price": "$20.00", "quantity": ""},
{"title": "YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy", "asin": "B07FMBWPYR", "price": "$38.00", "quantity": ""}
],
"comparison_items": [
{"title": "STANLEY\u00a0Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0", "asin": "B0CP9YB3Q4", "price": "$35.00"},
{"title": "STANLEY\u00a0Stanley Quencher H2.O FlowState\u2122 Tumbler 20oz Eucalyptus", "asin": "B0BS2BGKV5", "price": "$41.99"},
{"title": "STANLEY\u00a0Stanley x Barbie\u2122 \u201980s Western Ken Quencher 40 Oz", "asin": "B0DJCGLLJQ", "price": "$60.00"},
{"title": "Mity rain\u00a06PCS Cup Accessories Set for Stanley Cup 30oz 40oz tumbler with handle, Including Silicone Straw Topper Cover Cap and Boot, Spill Proof Stopper, Handle Charm, Initials Sticker (Letter K)", "asin": "B0D93SPQFT", "price": "$7.99"},
{"title": "Velaco\u00a011 PCS Accessories for Stanley Cup, Water Bottle Handle Strap for Stanley 30/40 oz tumbler with handle, including Straw Toppers, Silicone Cup Boot, Keychain Charms - White", "asin": "B0DDXFJKVP", "price": "$8.49"},
{"title": "MOTEERLLU\u00a06pcs Stanley Cup Accessories Set,Bow Straw Cover for Stanley Cup 30oz 40oz, Including Straw Topper,Spill Proof Stopper,Sparkly Silicone Boot Set,Handle Charm,Initials Sticker (A)", "asin": "B0DHN4ZBR6", "price": "$6.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-01T23:17:29.065Z", // the timestamp when this action occurs
"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": 507,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"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 \"product_details\": [\n {\n \"asin\": \"B0CP9YB3Q4\"\n},\n {\n \"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0\"\n},\n {\n \"price\": \"$35.00\"\n},\n {\n \"bullet_list\": \"YOUR DREAM TUMBLER: Whichever way your day flows, the H2.0 FlowState tumbler keeps you refreshed with fewer refills. Double wall vacuum insulation means drinks stay cold, iced or hot for hours. Choose between our 14oz, 20oz, 30oz,40oz and 64oz options depending on your hydration needs. The narrow base on all sizes (except 64oz) fits just about any car cup holder, keeping it right by your side. ADVANCED LID CONSTRUCTION: Whether you prefer small sips or maximum thirst quenching, Stanley has developed an advanced FlowState lid, featuring a rotating cover with three positions: a straw opening designed to resist splashes with a seal that holds the reusable straw in place, a drink opening, and a full-cover top for added leak resistance. We\\u2019ve also included an ergonomic, comfort-grip handle, so you can easily carry your ice-cold water to work, meetings, the gym or trips out of town. EARTH-FRIENDLY DURABILITY: Constructed of 90% recycled BPA free stainless steel for sustainable sipping, the Stanley Quencher H2.0 has the durability to stand up to a lifetime of use. Eliminate the use of single-use plastic bottles and straws with a travel tumbler built with sustainability in mind. DISHWASHER SAFE: Spend less time hunched over the sink and more time doing the things you love. Cleaning your tumbler and lid couldn't be easier, just pop them into the dishwasher. Unlike plastic bottles that retain stains & smells, this metallic beauty comes out pristine LIFETIME WARRANTY: Since 1913 we\\u2019ve promised to provide rugged, capable gear for food and drink - accessories built to last a lifetime. It\\u2019s a promise we still keep. Stanley products purchased from Stanley Resellers come with a lifetime warranty. Rest easy knowing we\\u2019ve got your back through it all.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"30 Ounces\"\n},\n {\n \"Color\": \"Rose Quartz 2.0\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy\", \"asin\": \"B07FMBWPYR\", \"price\": \"$38.00\", \"quantity\": \"\"},\n {\"title\": \"DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, White, 4Pack\", \"asin\": \"B0C615Z93J\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"Drinco 40oz 30 oz Tumbler with Handle, Straw Lid, Insulated Stainless Steel Travel Mug Water Bottle Ice Coffee Cup For Cold and Hot, BigSur (30oz, Oakmilk)\", \"asin\": \"B0BVGTWB3C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Simple Modern 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Use | Gifts for Women Men Him Her | Trek Collection | Buttercup\", \"asin\": \"B0DF914Z12\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Br\\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)\", \"asin\": \"B0CJYJRB4J\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"30oz Tumbler, 2 Packs Stainless Steel Double Wall Vacuum Insulated Tumbler Travel M...\", \"asin\": \"B07RTKNCNF\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"30 oz Replacement Lid for Stanley Quencher Tumbler Flip Straw, 2 PCS Spill Proof Li...\", \"asin\": \"B0DJJKZ36R\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"DOMICARE 40 oz Tumbler with Handle and Straw, Stainless Steel Tumbler with Lid and Straw, Reusable Vacuum Insulated Cup, Travel Coffee Mug, Mint Green, 4Pack\", \"asin\": \"B0C616KMKG\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"VINUR 40 oz Tumbler with Handle-Stainless Steel Vacuum Insulated Tumbler Cup for Travel, Reusable Coffee Mug with Lid and Straw (Pink)\", \"asin\": \"B0DRCXZKWL\", \"price\": \"$28.99\", \"quantity\": \"\"},\n {\"title\": \"Br\\u00fcMate Era 30 oz Tumbler with Handle and Straw | 100% Leakproof Insulated Tumbler with Lid and Straw | Made of Stainless Steel | Cup Holder Friendly Base | 30oz (Blue Agave)\", \"asin\": \"B0CJYJRB4J\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"YETI Rambler 35 oz Tumbler with Handle and Straw Lid, Travel Mug Water Tumbler, Vacuum Insulated Cup with Handle, Stainless Steel, King Crab\", \"asin\": \"B0CDJV5HK2\", \"price\": \"$33.60\", \"quantity\": \"\"},\n {\"title\": \"Stainless Steel Vacuum Insulated Tumbler with Lid and Straw for Hot and Cold Bevera...\", \"asin\": \"B0DF9RQ2VM\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"40 oz Tumbler with Handle and Straw | Insulated Tumbler with Lid and Straw | Made o...\", \"asin\": \"B0D1DBP67R\", \"price\": \"$20.00\", \"quantity\": \"\"},\n {\"title\": \"YETI Rambler 30 oz Stainless Steel Vacuum Insulated Tumbler w/MagSlider Lid, Navy\", \"asin\": \"B07FMBWPYR\", \"price\": \"$38.00\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"STANLEY\\u00a0Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0\", \"asin\": \"B0CP9YB3Q4\", \"price\": \"$35.00\"},\n {\"title\": \"STANLEY\\u00a0Stanley Quencher H2.O FlowState\\u2122 Tumbler 20oz Eucalyptus\", \"asin\": \"B0BS2BGKV5\", \"price\": \"$41.99\"},\n {\"title\": \"STANLEY\\u00a0Stanley x Barbie\\u2122 \\u201980s Western Ken Quencher 40 Oz\", \"asin\": \"B0DJCGLLJQ\", \"price\": \"$60.00\"},\n {\"title\": \"Mity rain\\u00a06PCS Cup Accessories Set for Stanley Cup 30oz 40oz tumbler with handle, Including Silicone Straw Topper Cover Cap and Boot, Spill Proof Stopper, Handle Charm, Initials Sticker (Letter K)\", \"asin\": \"B0D93SPQFT\", \"price\": \"$7.99\"},\n {\"title\": \"Velaco\\u00a011 PCS Accessories for Stanley Cup, Water Bottle Handle Strap for Stanley 30/40 oz tumbler with handle, including Straw Toppers, Silicone Cup Boot, Keychain Charms - White\", \"asin\": \"B0DDXFJKVP\", \"price\": \"$8.49\"},\n {\"title\": \"MOTEERLLU\\u00a06pcs Stanley Cup Accessories Set,Bow Straw Cover for Stanley Cup 30oz 40oz, Including Straw Topper,Spill Proof Stopper,Sparkly Silicone Boot Set,Handle Charm,Initials Sticker (A)\", \"asin\": \"B0DHN4ZBR6\", \"price\": \"$6.99\"}\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\": \"2025-04-01T23:17:29.065Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"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 \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BNQFCPZY\"\n},\n {\n \"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\"\n},\n {\n \"price\": \"$260.49\"\n},\n {\n \"bullet_list\": \"STANDARD YIELDS, EXCEPTIONAL VALUE \\u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \\u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \\u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \\u2013 Brother\\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\\u2019s our way of helping you to help the environment(2) FOR USE WITH \\u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...\", \"asin\": \"B0D9K3JQCF\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n {\"title\": \"TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...\", \"asin\": \"B0DS3WD278\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...\", \"asin\": \"B0F1MYCSHL\", \"price\": \"$75.99\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n {\"title\": \"TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)\", \"asin\": \"B0DGPLNPPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield\", \"asin\": \"B0DL58WGGP\", \"price\": \"$97.97\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack\", \"asin\": \"B0DXDV3CYN\", \"price\": \"$132.99\", \"quantity\": \"\"},\n {\"title\": \"TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)\", \"asin\": \"B0C2Y1YV4P\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n {\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack\", \"asin\": \"B0DG647ZT7\", \"price\": \"$92.99\", \"quantity\": \"\"},\n {\"title\": \"Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P\", \"asin\": \"B0CD1FYR5H\", \"price\": \"$54.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\"},\n {\"title\": \"Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223\", \"asin\": \"B07VDNCZP2\", \"price\": \"$307.96\"},\n {\"title\": \"Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515\", \"asin\": \"B0BY451TG4\", \"price\": \"$127.88\"},\n {\"title\": \"Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow\", \"asin\": \"B07S88Y75G\", \"price\": \"$359.99\"},\n {\"title\": \"TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner\", \"asin\": \"B0D8L3KX58\", \"price\": \"$119.99\"},\n {\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\"}\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\": \"2025-04-03T22:16:30.054Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-03T22:16:30.054Z
|
click
|
other
|
rule
|
2025-04-03T22:16:30.054Z
|
train
| 508 |
2025-04-03T22:16:30.054Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "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": ""
}
],
"cart_items": [
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}
],
"product_details": [
{
"asin": "B0BNQFCPZY"
},
{
"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"
},
{
"price": "$260.49"
},
{
"bullet_list": "STANDARD YIELDS, EXCEPTIONAL VALUE \u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \u2013 Brother\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\u2019s our way of helping you to help the environment(2) FOR USE WITH \u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...", "asin": "B0D9K3JQCF", "price": "$79.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...", "asin": "B0DS3WD278", "price": "$79.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...", "asin": "B0F1MYCSHL", "price": "$75.99", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)", "asin": "B0DGPLNPPJ", "price": "$109.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack", "asin": "B0DXDV3CYN", "price": "$132.99", "quantity": ""},
{"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$92.99", "quantity": ""},
{"title": "Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P", "asin": "B0CD1FYR5H", "price": "$54.99", "quantity": ""}
],
"comparison_items": [
{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
{"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
{"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$127.88"},
{"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
{"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$119.99"},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-03T22:16:30.054Z", // the timestamp when this action occurs
"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": 508,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"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 \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BNQFCPZY\"\n},\n {\n \"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\"\n},\n {\n \"price\": \"$260.49\"\n},\n {\n \"bullet_list\": \"STANDARD YIELDS, EXCEPTIONAL VALUE \\u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \\u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \\u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \\u2013 Brother\\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\\u2019s our way of helping you to help the environment(2) FOR USE WITH \\u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...\", \"asin\": \"B0D9K3JQCF\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n {\"title\": \"TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...\", \"asin\": \"B0DS3WD278\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...\", \"asin\": \"B0F1MYCSHL\", \"price\": \"$75.99\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n {\"title\": \"TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)\", \"asin\": \"B0DGPLNPPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield\", \"asin\": \"B0DL58WGGP\", \"price\": \"$97.97\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack\", \"asin\": \"B0DXDV3CYN\", \"price\": \"$132.99\", \"quantity\": \"\"},\n {\"title\": \"TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)\", \"asin\": \"B0C2Y1YV4P\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n {\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack\", \"asin\": \"B0DG647ZT7\", \"price\": \"$92.99\", \"quantity\": \"\"},\n {\"title\": \"Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P\", \"asin\": \"B0CD1FYR5H\", \"price\": \"$54.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\"},\n {\"title\": \"Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223\", \"asin\": \"B07VDNCZP2\", \"price\": \"$307.96\"},\n {\"title\": \"Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515\", \"asin\": \"B0BY451TG4\", \"price\": \"$127.88\"},\n {\"title\": \"Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow\", \"asin\": \"B07S88Y75G\", \"price\": \"$359.99\"},\n {\"title\": \"TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner\", \"asin\": \"B0D8L3KX58\", \"price\": \"$119.99\"},\n {\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\"}\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\": \"2025-04-03T22:16:30.054Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BNQFCPZY\"\n},\n {\n \"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\"\n},\n {\n \"price\": \"$260.49\"\n},\n {\n \"bullet_list\": \"STANDARD YIELDS, EXCEPTIONAL VALUE \\u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \\u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \\u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \\u2013 Brother\\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\\u2019s our way of helping you to help the environment(2) FOR USE WITH \\u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...\", \"asin\": \"B0D9K3JQCF\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n {\"title\": \"TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...\", \"asin\": \"B0DS3WD278\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...\", \"asin\": \"B0F1MYCSHL\", \"price\": \"$75.99\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n {\"title\": \"TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)\", \"asin\": \"B0DGPLNPPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield\", \"asin\": \"B0DL58WGGP\", \"price\": \"$97.97\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack\", \"asin\": \"B0DXDV3CYN\", \"price\": \"$132.99\", \"quantity\": \"\"},\n {\"title\": \"TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)\", \"asin\": \"B0C2Y1YV4P\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n {\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack\", \"asin\": \"B0DG647ZT7\", \"price\": \"$92.99\", \"quantity\": \"\"},\n {\"title\": \"Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P\", \"asin\": \"B0CD1FYR5H\", \"price\": \"$54.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\"},\n {\"title\": \"Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223\", \"asin\": \"B07VDNCZP2\", \"price\": \"$307.96\"},\n {\"title\": \"Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515\", \"asin\": \"B0BY451TG4\", \"price\": \"$127.88\"},\n {\"title\": \"Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow\", \"asin\": \"B07S88Y75G\", \"price\": \"$359.99\"},\n {\"title\": \"TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner\", \"asin\": \"B0D8L3KX58\", \"price\": \"$119.99\"},\n {\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\"}\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\": \"2025-04-03T22:16:31.472Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-03T22:16:31.472Z
|
click
|
other
|
rule
|
2025-04-03T22:16:31.472Z
|
train
| 509 |
2025-04-03T22:16:31.472Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}
],
"product_details": [
{
"asin": "B0BNQFCPZY"
},
{
"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"
},
{
"price": "$260.49"
},
{
"bullet_list": "STANDARD YIELDS, EXCEPTIONAL VALUE \u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \u2013 Brother\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\u2019s our way of helping you to help the environment(2) FOR USE WITH \u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...", "asin": "B0D9K3JQCF", "price": "$79.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...", "asin": "B0DS3WD278", "price": "$79.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...", "asin": "B0F1MYCSHL", "price": "$75.99", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)", "asin": "B0DGPLNPPJ", "price": "$109.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)", "asin": "B0DNS11J2F", "price": "$98.98", "quantity": ""},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack", "asin": "B0DXDV3CYN", "price": "$132.99", "quantity": ""},
{"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$134.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$92.99", "quantity": ""},
{"title": "Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P", "asin": "B0CD1FYR5H", "price": "$54.99", "quantity": ""}
],
"comparison_items": [
{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
{"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
{"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$127.88"},
{"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
{"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$119.99"},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-03T22:16:31.472Z", // the timestamp when this action occurs
"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": 509,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BNQFCPZY\"\n},\n {\n \"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\"\n},\n {\n \"price\": \"$260.49\"\n},\n {\n \"bullet_list\": \"STANDARD YIELDS, EXCEPTIONAL VALUE \\u2013 Brother Genuine TN229 4-Pack Toner is formulated to achieve consistent yields up to 1500 pages Black and up to 1200 pages Cyan, Magenta, and Yellow(1) SAVE WITH MULTIPACKS \\u2013 Save time and restock 4 cartridges at once with this convenient and cost-saving multipack. From professional documents to personal paperwork, you can rely on the premium laser quality of Brother Genuine TRUST YOUR DOCUMENTS TO BROTHER GENUINE \\u2013 Developed as part of a complete printing system, Brother Genuine Toner cartridges are expertly engineered to work in tandem with your Brother printer and DR229CL drum unit to achieve crisp, professional prints LEAVE THE RECYCLING TO BROTHER \\u2013 Brother\\u2019s complimentary toner cartridge collection and recycling program means you can easily return your used cartridges back to Brother for proper recycling. It\\u2019s our way of helping you to help the environment(2) FOR USE WITH \\u2013 Brother Genuine is the only replacement toner engineered by Brother to work with Brother digital color printers: HL-L3220CDW, HL-L3280CDW, HL-L3295CDW, HL-L3300CDW, HL-L8245CDW, MFC-L3720CDW, MFC-L3765CDW, MFC-L3780CDW, and MFC-L8395CDW\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"TN229XL 229XL TN2294PK High Yield Toner Cartridge Compatible Replacement for Brothe...\", \"asin\": \"B0D9K3JQCF\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n {\"title\": \"TN229 TN229XL Toner Cartridge Replacement for TN 229 TN-229 Toner Compatible for Br...\", \"asin\": \"B0DS3WD278\", \"price\": \"$79.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL TN229 Toner Cartridge Replacement for Brother TN229 XL TN 229XL TN-229XL To...\", \"asin\": \"B0F1MYCSHL\", \"price\": \"$75.99\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n {\"title\": \"TN229 XL TN229XL Compatible Toner Cartridge for Brother MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW MFC-L3765CDW HL-L3300CDW HL-L3295CDW HL-L8245CDW Series Printer (4 Packs)\", \"asin\": \"B0DGPLNPPJ\", \"price\": \"$109.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield\", \"asin\": \"B0DL58WGGP\", \"price\": \"$97.97\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DNS11J2F\", \"price\": \"$98.98\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Compatible Replacement for Brother TN229XL TN229 Toner Cartridges for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW Printer, TN229XLBK/C/M/Y-5 Pack\", \"asin\": \"B0DXDV3CYN\", \"price\": \"$132.99\", \"quantity\": \"\"},\n {\"title\": \"TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)\", \"asin\": \"B0C2Y1YV4P\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$134.99\", \"quantity\": \"\"},\n {\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack\", \"asin\": \"B0DG647ZT7\", \"price\": \"$92.99\", \"quantity\": \"\"},\n {\"title\": \"Colorfly Compatible TN227 High Yield Toner Cartridges Replacement for TN-227BK/C/M/Y High-Yield TN 227 High Yield Toners Cartridge Use with HL-I3290CDW Toner MFC l3770CDW HL-L3270CDW 5P\", \"asin\": \"B0CD1FYR5H\", \"price\": \"$54.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\"},\n {\"title\": \"Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223\", \"asin\": \"B07VDNCZP2\", \"price\": \"$307.96\"},\n {\"title\": \"Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515\", \"asin\": \"B0BY451TG4\", \"price\": \"$127.88\"},\n {\"title\": \"Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow\", \"asin\": \"B07S88Y75G\", \"price\": \"$359.99\"},\n {\"title\": \"TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner\", \"asin\": \"B0D8L3KX58\", \"price\": \"$119.99\"},\n {\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\"}\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\": \"2025-04-03T22:16:31.472Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"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 \"ads\": [\n {\n \"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\",\n \"asin\": \"B0DNS11J2F\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine High Yield Toner Cartridge, TN660, Replacement Black Toner, Page Yield Up to 2,600 Pages, Amazon Dash Replenishment Cartridge, Black, 1 pack\", \"asin\": \"B00LJO8EQS\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine High Yield Toner Cartridge, TN850, Replacement Black Toner, Page Yield Up To 8, 000 Pages, Amazon Dash Replenishment Cartridge\", \"asin\": \"B01825OGPE\", \"price\": \"$113.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n {\"title\": \"Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack\", \"asin\": \"B07YGL9XTH\", \"price\": \"$152.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Brother Genuine Standard-Yield Toner Cartridge Three Pack TN221 3PK -Includes one Cartridge Each of Cyan, Magenta & Yellow Toner, Standard Yield (TN2213PK), Cyan, Magenta, Yellow\", \"asin\": \"B0828MLBFP\", \"price\": \"$172.00\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine TN229BK Black Standard Yield Printer Toner Cartridge - Print up to 1,500 Pages(1)\", \"asin\": \"B0BNQ82FP8\", \"price\": \"$68.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n {\"title\": \"Brother Genuine Standard-Yield Black Toner Cartridge Twin Pack TN221 2PK\", \"asin\": \"B07VQJMSJ2\", \"price\": \"$135.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members Only 4 left in stock - order soon.\"},\n {\"title\": \"Brother Genuine TN229Y Yellow Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)\", \"asin\": \"B0BNQFH1J9\", \"price\": \"$73.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n {\"title\": \"Brother Genuine DR229CL Drum Unit\", \"asin\": \"B0CFD17L77\", \"price\": \"$162.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4 Only 15 left in stock (more on the way).\"},\n {\"title\": \"E-Z Ink Compatible Toner Cartridge Replacement for Brother TN450 TN420 TN-450 TN-420 Compatible with HL-2270DW HL-2280DW HL-2230 MFC-7360N MFC-7860DW DCP-7065DN Intellifax 2840 2940 (2 Black)\", \"asin\": \"B00NQFJ8TU\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Brother Genuine TN229C Cyan Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)\", \"asin\": \"B0BNQDJ6W1\", \"price\": \"$73.49\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine TN229XLY Yellow High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)\", \"asin\": \"B0BNQCK9VX\", \"price\": \"$106.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n {\"title\": \"Brother Genuine TN229XLC Cyan High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)\", \"asin\": \"B0BNQFVT1Z\", \"price\": \"$105.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n {\"title\": \"Brother HL-L2380DW Black Toner (1200 Yield) - Genuine Original OEM toner\", \"asin\": \"B016L799HA\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine TN760 2-Pack High Yield Black Toner Cartridge with approximately 3,000 page yield/cartridge\", \"asin\": \"B07QGGW6D9\", \"price\": \"$128.36\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine TN229XLM Magenta High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)\", \"asin\": \"B0BNQDPZ89\", \"price\": \"$106.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T23:13:36.068Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-03T23:13:36.068Z
|
click_product
|
B0BNQFCPZY
|
rule
|
2025-04-03T23:13:36.068Z
|
train
| 510 |
2025-04-03T23:13:36.068Z
|
click_product
|
B0BNQFCPZY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "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.
{
"ads": [
{
"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)",
"asin": "B0DNS11J2F"
}
],
"search_results": [
{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine High Yield Toner Cartridge, TN660, Replacement Black Toner, Page Yield Up to 2,600 Pages, Amazon Dash Replenishment Cartridge, Black, 1 pack", "asin": "B00LJO8EQS", "price": "$57.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine High Yield Toner Cartridge, TN850, Replacement Black Toner, Page Yield Up To 8, 000 Pages, Amazon Dash Replenishment Cartridge", "asin": "B01825OGPE", "price": "$113.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack", "asin": "B07YGL9XTH", "price": "$152.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Brother Genuine Standard-Yield Toner Cartridge Three Pack TN221 3PK -Includes one Cartridge Each of Cyan, Magenta & Yellow Toner, Standard Yield (TN2213PK), Cyan, Magenta, Yellow", "asin": "B0828MLBFP", "price": "$172.00", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN229BK Black Standard Yield Printer Toner Cartridge - Print up to 1,500 Pages(1)", "asin": "B0BNQ82FP8", "price": "$68.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine Standard-Yield Black Toner Cartridge Twin Pack TN221 2PK", "asin": "B07VQJMSJ2", "price": "$135.99", "delivery": "FREE delivery Wed, Apr 9 for Prime members Only 4 left in stock - order soon."},
{"title": "Brother Genuine TN229Y Yellow Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)", "asin": "B0BNQFH1J9", "price": "$73.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine DR229CL Drum Unit", "asin": "B0CFD17L77", "price": "$162.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4 Only 15 left in stock (more on the way)."},
{"title": "E-Z Ink Compatible Toner Cartridge Replacement for Brother TN450 TN420 TN-450 TN-420 Compatible with HL-2270DW HL-2280DW HL-2230 MFC-7360N MFC-7860DW DCP-7065DN Intellifax 2840 2940 (2 Black)", "asin": "B00NQFJ8TU", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 4 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Brother Genuine TN229C Cyan Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)", "asin": "B0BNQDJ6W1", "price": "$73.49", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN229XLY Yellow High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)", "asin": "B0BNQCK9VX", "price": "$106.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother Genuine TN229XLC Cyan High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)", "asin": "B0BNQFVT1Z", "price": "$105.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"},
{"title": "Brother HL-L2380DW Black Toner (1200 Yield) - Genuine Original OEM toner", "asin": "B016L799HA", "price": "$47.99", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN760 2-Pack High Yield Black Toner Cartridge with approximately 3,000 page yield/cartridge", "asin": "B07QGGW6D9", "price": "$128.36", "delivery": "FREE delivery Mon, Apr 7"},
{"title": "Brother Genuine TN229XLM Magenta High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)", "asin": "B0BNQDPZ89", "price": "$106.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 4"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-03T23:13:36.068Z", // the timestamp when this action occurs
"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>B0BNQFCPZY</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0BNQFCPZY</answer_argument>",
"index": 510,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"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 \"ads\": [\n {\n \"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-4 Pack)\",\n \"asin\": \"B0DNS11J2F\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine High Yield Toner Cartridge, TN660, Replacement Black Toner, Page Yield Up to 2,600 Pages, Amazon Dash Replenishment Cartridge, Black, 1 pack\", \"asin\": \"B00LJO8EQS\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine High Yield Toner Cartridge, TN850, Replacement Black Toner, Page Yield Up To 8, 000 Pages, Amazon Dash Replenishment Cartridge\", \"asin\": \"B01825OGPE\", \"price\": \"$113.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n {\"title\": \"Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack\", \"asin\": \"B07YGL9XTH\", \"price\": \"$152.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Brother Genuine Standard-Yield Toner Cartridge Three Pack TN221 3PK -Includes one Cartridge Each of Cyan, Magenta & Yellow Toner, Standard Yield (TN2213PK), Cyan, Magenta, Yellow\", \"asin\": \"B0828MLBFP\", \"price\": \"$172.00\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine TN229BK Black Standard Yield Printer Toner Cartridge - Print up to 1,500 Pages(1)\", \"asin\": \"B0BNQ82FP8\", \"price\": \"$68.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n {\"title\": \"Brother Genuine Standard-Yield Black Toner Cartridge Twin Pack TN221 2PK\", \"asin\": \"B07VQJMSJ2\", \"price\": \"$135.99\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members Only 4 left in stock - order soon.\"},\n {\"title\": \"Brother Genuine TN229Y Yellow Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)\", \"asin\": \"B0BNQFH1J9\", \"price\": \"$73.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n {\"title\": \"Brother Genuine DR229CL Drum Unit\", \"asin\": \"B0CFD17L77\", \"price\": \"$162.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4 Only 15 left in stock (more on the way).\"},\n {\"title\": \"E-Z Ink Compatible Toner Cartridge Replacement for Brother TN450 TN420 TN-450 TN-420 Compatible with HL-2270DW HL-2280DW HL-2230 MFC-7360N MFC-7860DW DCP-7065DN Intellifax 2840 2940 (2 Black)\", \"asin\": \"B00NQFJ8TU\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n {\"title\": \"Brother Genuine TN229C Cyan Standard Yield Printer Toner Cartridge - Print up to 1,200 Pages(1)\", \"asin\": \"B0BNQDJ6W1\", \"price\": \"$73.49\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine TN229XLY Yellow High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)\", \"asin\": \"B0BNQCK9VX\", \"price\": \"$106.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n {\"title\": \"Brother Genuine TN229XLC Cyan High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)\", \"asin\": \"B0BNQFVT1Z\", \"price\": \"$105.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"},\n {\"title\": \"Brother HL-L2380DW Black Toner (1200 Yield) - Genuine Original OEM toner\", \"asin\": \"B016L799HA\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine TN760 2-Pack High Yield Black Toner Cartridge with approximately 3,000 page yield/cartridge\", \"asin\": \"B07QGGW6D9\", \"price\": \"$128.36\", \"delivery\": \"FREE delivery Mon, Apr 7\"},\n {\"title\": \"Brother Genuine TN229XLM Magenta High Yield Printer Toner Cartridge - Print up to 2,300 Pages(1)\", \"asin\": \"B0BNQDPZ89\", \"price\": \"$106.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 4\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-03T23:13:36.068Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"product_details\": [\n {\n \"asin\": \"B0BNQFCPZY\"\n},\n {\n \"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DXDVNRXS\", \"price\": \"$117.99\", \"quantity\": \"\"},\n {\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack\", \"asin\": \"B0DG647ZT7\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)\", \"asin\": \"B0C2Y1YV4P\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$129.63\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 TN-229XL TN-229XLBK/C/M/Y Toner High Yield 4 Pack Use for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW Printer,TN229XXL with Chip\", \"asin\": \"B0DG23TL4F\", \"price\": \"$84.99\", \"quantity\": \"\"},\n {\"title\": \"Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack\", \"asin\": \"B07YGL9XTH\", \"price\": \"$152.49\", \"quantity\": \"\"},\n {\"title\": \"INK E-SALE TN229 TN229XL 229XL Compatible Toner Cartridge Replacement for Brother HL L3220CDW L3280CDW L3295CDW L3300CDW L8245CDW MFC L3720CDW L3765CDW L3780CDW L8395CDW Printers (4 Packs)\", \"asin\": \"B0DM22214Q\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield\", \"asin\": \"B0DL58WGGP\", \"price\": \"$97.97\", \"quantity\": \"\"},\n {\"title\": \"TN229XL Compatible TN229XL High Yield Toner Cartridge 4-Pack Replacement for Brothe...\", \"asin\": \"B0DJ8VDF5C\", \"price\": \"$188.99\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-5 Pack)\", \"asin\": \"B0DMVRS3J7\", \"price\": \"$125.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL Toner Cartridges Compatible Replacement for Brother TN229XL TN-229XL TN-229...\", \"asin\": \"B0DXPTBJWG\", \"price\": \"$67.86\", \"quantity\": \"\"},\n {\"title\": \"InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DXDVNRXS\", \"price\": \"$117.99\", \"quantity\": \"\"},\n {\"title\": \"TN2294PK Toner Cartridge (with Chip) Replacement for Brother TN229 TN229XL Toner Ca...\", \"asin\": \"B0DG5J3P9X\", \"price\": \"$159.86\", \"quantity\": \"\"},\n {\"title\": \"TN229 TN229XL MFC-L3780CDW MFC-L3720CDW Toner Cartridges: Compatible for Brother HL-L3280CDW HL-L3220CDW TN-229XL TN 229XL 229 TN-229XLBK/C/M/Y HL-L3300CDW HL-L3295CDW Printer 4 Pack High Yield\", \"asin\": \"B0DG554693\", \"price\": \"$129.79\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\"},\n {\"title\": \"Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223\", \"asin\": \"B07VDNCZP2\", \"price\": \"$307.96\"},\n {\"title\": \"Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515\", \"asin\": \"B0BY451TG4\", \"price\": \"$118.86\"},\n {\"title\": \"Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow\", \"asin\": \"B07S88Y75G\", \"price\": \"$359.99\"},\n {\"title\": \"TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner\", \"asin\": \"B0D8L3KX58\", \"price\": \"$117.00\"},\n {\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\"}\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\": \"2025-04-03T23:28:05.133Z\", // 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
|
2025-04-03T23:28:05.133Z
|
purchase
|
B0BNQFCPZY
|
rule
|
2025-04-03T23:28:05.133Z
|
train
| 511 |
2025-04-03T23:28:05.133Z
|
purchase
|
B0BNQFCPZY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"product_details": [
{
"asin": "B0BNQFCPZY"
},
{
"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack"
}
],
"product_quantity": [
{
"quantity": "1 "
}
],
"promotion_items": [
{"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
{"title": "LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack", "asin": "B0DG647ZT7", "price": "$89.99", "quantity": ""},
{"title": "TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)", "asin": "B0C2Y1YV4P", "price": "$50.99", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack", "asin": "B0DSLB65BM", "price": "$129.63", "quantity": ""},
{"title": "myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 TN-229XL TN-229XLBK/C/M/Y Toner High Yield 4 Pack Use for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW Printer,TN229XXL with Chip", "asin": "B0DG23TL4F", "price": "$84.99", "quantity": ""},
{"title": "Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack", "asin": "B07YGL9XTH", "price": "$152.49", "quantity": ""},
{"title": "INK E-SALE TN229 TN229XL 229XL Compatible Toner Cartridge Replacement for Brother HL L3220CDW L3280CDW L3295CDW L3300CDW L8245CDW MFC L3720CDW L3765CDW L3780CDW L8395CDW Printers (4 Packs)", "asin": "B0DM22214Q", "price": "$139.99", "quantity": ""},
{"title": "TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield", "asin": "B0DL58WGGP", "price": "$97.97", "quantity": ""},
{"title": "TN229XL Compatible TN229XL High Yield Toner Cartridge 4-Pack Replacement for Brothe...", "asin": "B0DJ8VDF5C", "price": "$188.99", "quantity": ""},
{"title": "E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-5 Pack)", "asin": "B0DMVRS3J7", "price": "$125.99", "quantity": ""},
{"title": "TN229XL Toner Cartridges Compatible Replacement for Brother TN229XL TN-229XL TN-229...", "asin": "B0DXPTBJWG", "price": "$67.86", "quantity": ""},
{"title": "InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)", "asin": "B0DXDVNRXS", "price": "$117.99", "quantity": ""},
{"title": "TN2294PK Toner Cartridge (with Chip) Replacement for Brother TN229 TN229XL Toner Ca...", "asin": "B0DG5J3P9X", "price": "$159.86", "quantity": ""},
{"title": "TN229 TN229XL MFC-L3780CDW MFC-L3720CDW Toner Cartridges: Compatible for Brother HL-L3280CDW HL-L3220CDW TN-229XL TN 229XL 229 TN-229XLBK/C/M/Y HL-L3300CDW HL-L3295CDW Printer 4 Pack High Yield", "asin": "B0DG554693", "price": "$129.79", "quantity": ""}
],
"comparison_items": [
{"title": "Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack", "asin": "B0BNQFCPZY", "price": "$260.49"},
{"title": "Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223", "asin": "B07VDNCZP2", "price": "$307.96"},
{"title": "Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515", "asin": "B0BY451TG4", "price": "$118.86"},
{"title": "Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow", "asin": "B07S88Y75G", "price": "$359.99"},
{"title": "TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner", "asin": "B0D8L3KX58", "price": "$117.00"},
{"title": "E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)", "asin": "B0DG2Z4CGK", "price": "$99.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-03T23:28:05.133Z", // 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>purchase</answer_action><answer_argument>B0BNQFCPZY</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0BNQFCPZY</answer_argument>",
"index": 511,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"product_details\": [\n {\n \"asin\": \"B0BNQFCPZY\"\n},\n {\n \"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1 \"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DXDVNRXS\", \"price\": \"$117.99\", \"quantity\": \"\"},\n {\"title\": \"LEMERO UEXPECT TN229XL TN229 High Yield Toner Cartridges Compatible Replacement for Brother TN229XL TN229 Toner for MFC-L3720CDW MFC-L3780CDW HL-L3280CDW Printer | TN229XLBK/C/M/Y 4 Pack\", \"asin\": \"B0DG647ZT7\", \"price\": \"$89.99\", \"quantity\": \"\"},\n {\"title\": \"TN 227 Toner Cartridge Replacement for Brother TN227 TN223 Toner Compatible for MFC-L3770CDW MFC-L3750CDW MFC-L3710CW HL-L3210CW Printer (tn-227 2BK/1C/1M/1Y)\", \"asin\": \"B0C2Y1YV4P\", \"price\": \"$50.99\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 Toner for HL-L3280CDW MFC-L3780CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW Printer,TN-229XL TN229XXL Toner 5-Pack\", \"asin\": \"B0DSLB65BM\", \"price\": \"$129.63\", \"quantity\": \"\"},\n {\"title\": \"myCartridge Compatible Toner Cartridge Replacement for Brother TN229XL TN229 TN-229XL TN-229XLBK/C/M/Y Toner High Yield 4 Pack Use for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW Printer,TN229XXL with Chip\", \"asin\": \"B0DG23TL4F\", \"price\": \"$84.99\", \"quantity\": \"\"},\n {\"title\": \"Brother Genuine High-Yield Black Toner Cartridge Twin Pack TN760 2Pk, TN7602PK,2 Pack\", \"asin\": \"B07YGL9XTH\", \"price\": \"$152.49\", \"quantity\": \"\"},\n {\"title\": \"INK E-SALE TN229 TN229XL 229XL Compatible Toner Cartridge Replacement for Brother HL L3220CDW L3280CDW L3295CDW L3300CDW L8245CDW MFC L3720CDW L3765CDW L3780CDW L8395CDW Printers (4 Packs)\", \"asin\": \"B0DM22214Q\", \"price\": \"$139.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL TN229 Toner Cartridges 4 Pack MFC-L3780CDW MFC-L3720CDW Compatible for Brother TN229 TN229XL HL-L3280CDW HL-L3220CDW HL-L3300CDW HL-L3295CDW Printer TN 229XL TN-229XLBK/C/M/Y High Yield\", \"asin\": \"B0DL58WGGP\", \"price\": \"$97.97\", \"quantity\": \"\"},\n {\"title\": \"TN229XL Compatible TN229XL High Yield Toner Cartridge 4-Pack Replacement for Brothe...\", \"asin\": \"B0DJ8VDF5C\", \"price\": \"$188.99\", \"quantity\": \"\"},\n {\"title\": \"E-Z Ink Compatible TN229XL Toner Cartridges Replacement for Brother TN229XL TN-229XL TN229 XL to use with MFC-L3720CDW MFC-L3780CDW HL-L3220CDW HL-L3280CDW HL-L3300CDW Printer (TN229XLBK/C/M/Y-5 Pack)\", \"asin\": \"B0DMVRS3J7\", \"price\": \"$125.99\", \"quantity\": \"\"},\n {\"title\": \"TN229XL Toner Cartridges Compatible Replacement for Brother TN229XL TN-229XL TN-229...\", \"asin\": \"B0DXPTBJWG\", \"price\": \"$67.86\", \"quantity\": \"\"},\n {\"title\": \"InkNI Compatible Toner Cartridges Replacement for Brother TN229XL TN229 XL TN-229XL Toner Cartridges for MFC-L3780CDW MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3300CDW Printer (TN-229XLBK/C/M/Y-4 Pack)\", \"asin\": \"B0DXDVNRXS\", \"price\": \"$117.99\", \"quantity\": \"\"},\n {\"title\": \"TN2294PK Toner Cartridge (with Chip) Replacement for Brother TN229 TN229XL Toner Ca...\", \"asin\": \"B0DG5J3P9X\", \"price\": \"$159.86\", \"quantity\": \"\"},\n {\"title\": \"TN229 TN229XL MFC-L3780CDW MFC-L3720CDW Toner Cartridges: Compatible for Brother HL-L3280CDW HL-L3220CDW TN-229XL TN 229XL 229 TN-229XLBK/C/M/Y HL-L3300CDW HL-L3295CDW Printer 4 Pack High Yield\", \"asin\": \"B0DG554693\", \"price\": \"$129.79\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Brother Genuine TN2294PK Standard Yield 4-Pack Printer Toner Cartridges - Black, Cyan, Magenta, Yellow Toner Multipack\", \"asin\": \"B0BNQFCPZY\", \"price\": \"$260.49\"},\n {\"title\": \"Brother Genuine TN223BK, TN223C, TN223M, TN223Y Standard Yield Black/Cyan/Magenta/Yellow Toner Cartridge Set, TN223\", \"asin\": \"B07VDNCZP2\", \"price\": \"$307.96\"},\n {\"title\": \"Versalink C400/C405 High Yield Toner Cartridges (4-Pack Black, Cyan, Magenta, Yellow) Replacement for Xerox Versalink C400D C400DN C405 C405DN C405N Printer - 106R03512 106R03513 106R03514 106R03515\", \"asin\": \"B0BY451TG4\", \"price\": \"$118.86\"},\n {\"title\": \"Canon CRG 055 Standard Capacity Toner Cartridge for MF743 & MF741 Printers, Bundle with Black/Cyan/Magenta/Yellow\", \"asin\": \"B07S88Y75G\", \"price\": \"$359.99\"},\n {\"title\": \"TN229XL Toner Cartridges - TN229 XL Toner Replacement for Brother MFC-L3780CDW Toner Cartridges to Work with MFC-L3720CDW HL-L3280CDW HL-L3220CDW HL-L3295CDW Printer, 4 Pack with TN229XLBK Toner\", \"asin\": \"B0D8L3KX58\", \"price\": \"$117.00\"},\n {\"title\": \"E-Z Ink Compatible Replacement for Brother TN229 TN229xl Toner Cartridges 4 Pack High Yield for MFC-L3780CDW HL-L3280CDW MFC-L3720CDW HL-L3220CDW HL-L3295CDW HL-L8245CDW TN-229 TN229 B/C/M/Y (4 Pack)\", \"asin\": \"B0DG2Z4CGK\", \"price\": \"$99.99\"}\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\": \"2025-04-03T23:28:05.133Z\", // 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\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\": \"2025-04-10T17:08:02.346Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-04-10T17:08:02.346Z
|
input
|
kindle
|
rule
|
2025-04-10T17:08:02.346Z
|
train
| 512 |
2025-04-10T17:08:02.346Z
|
input
|
kindle
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
<|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": "2025-04-10T17:08:02.346Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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>kindle</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>kindle</answer_argument>",
"index": 512,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\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\": \"2025-04-10T17:08:02.346Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"kindle\"\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\": \"2025-04-10T17:08:02.478Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-10T17:08:02.478Z
|
click
|
suggested_term
|
rule
|
2025-04-10T17:08:02.478Z
|
train
| 513 |
2025-04-10T17:08:02.478Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "kindle"
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-10T17:08:02.478Z", // the timestamp when this action occurs
"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>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 513,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"kindle\"\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\": \"2025-04-10T17:08:02.478Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"kindle\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Black\", \"asin\": \"B0CFPJYX7P\", \"price\": \"$159.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha\", \"asin\": \"B0CNVCQZG1\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \\u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \\u2013 Metallic Jade\", \"asin\": \"B0CFPP8C33\", \"price\": \"$199.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$279.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BHZT5S12\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"All-new Amazon Kindle Paperwhite Kids (16 GB) \\u2013 larger 7\\\" glare-free display \\u2013 Kids read an average of 1+ hour per day with Kindle \\u2013 Cyber City\", \"asin\": \"B0CFPNV5KM\", \"price\": \"$179.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9T2C6B\", \"price\": \"$449.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale\", \"asin\": \"B0CNVBQK38\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Amazon Kindle Paperwhite (16 GB) \\u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \\u2013 Black\", \"asin\": \"B09TMN58KL\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter\", \"asin\": \"B0D9ZWBFWQ\", \"price\": \"$146.97\", \"delivery\": \"\"},\n {\"title\": \"New Amazon Fire HD 8 tablet, 8\\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)\", \"asin\": \"B0CVDN4QS6\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"International Version - Kindle \\u2013 The lightest and most compact Kindle, now with a 6\\u201d 300 ppi high-resolution display, and 2x the storage \\u2013 Denim\", \"asin\": \"B09SWV1FSS\", \"price\": \"$119.99\"},\n {\"title\": \"Like-New Amazon Kindle Paperwhite (16 GB) | Now with a larger display, adjustable warm light, increased battery life, and faster page turns | Black\", \"asin\": \"B09TMFVBBV\", \"price\": \"$134.99\", \"delivery\": \"FREE delivery Apr 16 - 19 for Prime members\"},\n {\"title\": \"Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BL5RZMLR\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric\", \"asin\": \"B0CM7X424T\", \"price\": \"$36.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Kindle Paperwhite Essentials Bundle including All-new Kindle Paperwhite (16GB) - Black, Fabric Cover - Black, and Power Adapter\", \"asin\": \"B0DB6BCWGV\", \"price\": \"$196.97\", \"delivery\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T17:08:09.252Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-10T17:08:09.252Z
|
click_product
|
B0CFPJYX7P
|
rule
|
2025-04-10T17:08:09.252Z
|
train
| 514 |
2025-04-10T17:08:09.252Z
|
click_product
|
B0CFPJYX7P
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "kindle"
}
],
"cart_items": [
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}
],
"search_results": [
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Black", "asin": "B0CFPJYX7P", "price": "$159.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$279.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Cyber City", "asin": "B0CFPNV5KM", "price": "$179.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$449.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Amazon Kindle Paperwhite (16 GB) \u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \u2013 Black", "asin": "B09TMN58KL", "price": "$149.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": ""},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"},
{"title": "Like-New Amazon Kindle Paperwhite (16 GB) | Now with a larger display, adjustable warm light, increased battery life, and faster page turns | Black", "asin": "B09TMFVBBV", "price": "$134.99", "delivery": "FREE delivery Apr 16 - 19 for Prime members"},
{"title": "Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BL5RZMLR", "price": "$69.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric", "asin": "B0CM7X424T", "price": "$36.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Kindle Paperwhite Essentials Bundle including All-new Kindle Paperwhite (16GB) - Black, Fabric Cover - Black, and Power Adapter", "asin": "B0DB6BCWGV", "price": "$196.97", "delivery": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-10T17:08:09.252Z", // the timestamp when this action occurs
"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>B0CFPJYX7P</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0CFPJYX7P</answer_argument>",
"index": 514,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"kindle\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Black\", \"asin\": \"B0CFPJYX7P\", \"price\": \"$159.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha\", \"asin\": \"B0CNVCQZG1\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \\u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \\u2013 Metallic Jade\", \"asin\": \"B0CFPP8C33\", \"price\": \"$199.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$279.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BHZT5S12\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"All-new Amazon Kindle Paperwhite Kids (16 GB) \\u2013 larger 7\\\" glare-free display \\u2013 Kids read an average of 1+ hour per day with Kindle \\u2013 Cyber City\", \"asin\": \"B0CFPNV5KM\", \"price\": \"$179.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9T2C6B\", \"price\": \"$449.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n {\"title\": \"New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale\", \"asin\": \"B0CNVBQK38\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Amazon Kindle Paperwhite (16 GB) \\u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \\u2013 Black\", \"asin\": \"B09TMN58KL\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter\", \"asin\": \"B0D9ZWBFWQ\", \"price\": \"$146.97\", \"delivery\": \"\"},\n {\"title\": \"New Amazon Fire HD 8 tablet, 8\\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)\", \"asin\": \"B0CVDN4QS6\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"International Version - Kindle \\u2013 The lightest and most compact Kindle, now with a 6\\u201d 300 ppi high-resolution display, and 2x the storage \\u2013 Denim\", \"asin\": \"B09SWV1FSS\", \"price\": \"$119.99\"},\n {\"title\": \"Like-New Amazon Kindle Paperwhite (16 GB) | Now with a larger display, adjustable warm light, increased battery life, and faster page turns | Black\", \"asin\": \"B09TMFVBBV\", \"price\": \"$134.99\", \"delivery\": \"FREE delivery Apr 16 - 19 for Prime members\"},\n {\"title\": \"Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BL5RZMLR\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n {\"title\": \"All-new Amazon Kindle Paperwhite and Kindle Colorsoft Signature Edition Case, Lightweight and Water-Safe, Foldable Protective Cover - Fabric\", \"asin\": \"B0CM7X424T\", \"price\": \"$36.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Kindle Paperwhite Essentials Bundle including All-new Kindle Paperwhite (16GB) - Black, Fabric Cover - Black, and Power Adapter\", \"asin\": \"B0DB6BCWGV\", \"price\": \"$196.97\", \"delivery\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T17:08:09.252Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\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\": \"kindle\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Black\", \"asin\": \"B0CFPJYX7P\", \"price\": \"$159.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha\", \"asin\": \"B0CNVCQZG1\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \\u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \\u2013 Metallic Jade\", \"asin\": \"B0CFPP8C33\", \"price\": \"$199.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$279.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BHZT5S12\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9T2C6B\", \"price\": \"$449.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"All-new Amazon Kindle Paperwhite Kids (16 GB) \\u2013 larger 7\\\" glare-free display \\u2013 Kids read an average of 1+ hour per day with Kindle \\u2013 Cyber City\", \"asin\": \"B0CFPNV5KM\", \"price\": \"$179.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kindle Paperwhite \\u2013 (Previous Generation - 2018 Release) Waterproof with 2X The Storage \\u2013 Ad-Supported (Used Condition)\", \"asin\": \"B09V8F3P91\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n {\"title\": \"New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale\", \"asin\": \"B0CNVBQK38\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BL5RZMLR\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter\", \"asin\": \"B0D9ZWBFWQ\", \"price\": \"$146.97\", \"delivery\": \" Same-Day Delivery Today 5 PM - 10 PM\"},\n {\"title\": \"New Amazon Fire HD 8 tablet, 8\\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)\", \"asin\": \"B0CVDN4QS6\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Amazon Fire Max 11 tablet (newest model) vivid 11\\u201d display, all-in-one for streaming, reading, and gaming, 14-hour battery life, optional stylus and keyboard, 128 GB, Gray, without lockscreen ads\", \"asin\": \"B0B2SFTGQ6\", \"price\": \"$234.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Amazon Kindle Paperwhite (16 GB) \\u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \\u2013 Black\", \"asin\": \"B09TMN58KL\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Like-New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha\", \"asin\": \"B0CP32KPTM\", \"price\": \"$98.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n {\"title\": \"International Version - Kindle \\u2013 The lightest and most compact Kindle, now with a 6\\u201d 300 ppi high-resolution display, and 2x the storage \\u2013 Denim\", \"asin\": \"B09SWV1FSS\", \"price\": \"$119.99\"}\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\": \"2025-04-11T18:58:38.042Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-11T18:58:38.042Z
|
click_product
|
B0CFPJYX7P
|
rule
|
2025-04-11T18:58:38.042Z
|
train
| 515 |
2025-04-11T18:58:38.042Z
|
click_product
|
B0CFPJYX7P
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|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": "kindle"
}
],
"cart_items": [
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}
],
"search_results": [
{"title": "All-new Amazon Kindle Paperwhite (16 GB) \u2013 Our fastest Kindle ever, with new 7\" glare-free display and weeks of battery life \u2013 Black", "asin": "B0CFPJYX7P", "price": "$159.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha", "asin": "B0CNVCQZG1", "price": "$109.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \u2013 Metallic Jade", "asin": "B0CFPP8C33", "price": "$199.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black", "asin": "B0CN3XR57P", "price": "$279.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BHZT5S12", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten", "asin": "B0CZ9T2C6B", "price": "$449.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "All-new Amazon Kindle Paperwhite Kids (16 GB) \u2013 larger 7\" glare-free display \u2013 Kids read an average of 1+ hour per day with Kindle \u2013 Cyber City", "asin": "B0CFPNV5KM", "price": "$179.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Kindle Paperwhite \u2013 (Previous Generation - 2018 Release) Waterproof with 2X The Storage \u2013 Ad-Supported (Used Condition)", "asin": "B09V8F3P91", "price": "$49.99", "delivery": "FREE delivery Thu, Apr 17 for Prime members"},
{"title": "New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale", "asin": "B0CNVBQK38", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black", "asin": "B0BL5RZMLR", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter", "asin": "B0D9ZWBFWQ", "price": "$146.97", "delivery": " Same-Day Delivery Today 5 PM - 10 PM"},
{"title": "New Amazon Fire HD 8 tablet, 8\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)", "asin": "B0CVDN4QS6", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Amazon Fire Max 11 tablet (newest model) vivid 11\u201d display, all-in-one for streaming, reading, and gaming, 14-hour battery life, optional stylus and keyboard, 128 GB, Gray, without lockscreen ads", "asin": "B0B2SFTGQ6", "price": "$234.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Amazon Kindle Paperwhite (16 GB) \u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \u2013 Black", "asin": "B09TMN58KL", "price": "$149.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Like-New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha", "asin": "B0CP32KPTM", "price": "$98.99", "delivery": "FREE delivery Tue, Apr 15 for Prime members"},
{"title": "International Version - Kindle \u2013 The lightest and most compact Kindle, now with a 6\u201d 300 ppi high-resolution display, and 2x the storage \u2013 Denim", "asin": "B09SWV1FSS", "price": "$119.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-11T18:58:38.042Z", // the timestamp when this action occurs
"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>B0CFPJYX7P</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0CFPJYX7P</answer_argument>",
"index": 515,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\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\": \"kindle\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"search_results\": [\n {\"title\": \"All-new Amazon Kindle Paperwhite (16 GB) \\u2013 Our fastest Kindle ever, with new 7\\\" glare-free display and weeks of battery life \\u2013 Black\", \"asin\": \"B0CFPJYX7P\", \"price\": \"$159.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Amazon Kindle (16 GB) - Lightest and most compact Kindle, now with faster page turns, and higher contrast ratio, for an enhanced reading experience - Matcha\", \"asin\": \"B0CNVCQZG1\", \"price\": \"$109.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"All-new Amazon Kindle Paperwhite Signature Edition (32 GB) \\u2013 Our fastest Kindle with auto-adjusting front light, wireless charging, and weeks of battery life \\u2013 Metallic Jade\", \"asin\": \"B0CFPP8C33\", \"price\": \"$199.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Introducing Amazon Kindle Colorsoft Signature Edition (32 GB) \\u2013 With color display, auto-adjusting front light, wireless charging, and long battery life - Metallic Black\", \"asin\": \"B0CN3XR57P\", \"price\": \"$279.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BHZT5S12\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Amazon Kindle Scribe (64 GB) - Redesigned display with uniform borders. Now write directly on books and documents. With built-in notebook summarization. Includes Premium Pen - Tungsten\", \"asin\": \"B0CZ9T2C6B\", \"price\": \"$449.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"All-new Amazon Kindle Paperwhite Kids (16 GB) \\u2013 larger 7\\\" glare-free display \\u2013 Kids read an average of 1+ hour per day with Kindle \\u2013 Cyber City\", \"asin\": \"B0CFPNV5KM\", \"price\": \"$179.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Kindle Paperwhite \\u2013 (Previous Generation - 2018 Release) Waterproof with 2X The Storage \\u2013 Ad-Supported (Used Condition)\", \"asin\": \"B09V8F3P91\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 17 for Prime members\"},\n {\"title\": \"New Amazon Kindle Kids (16 GB) - If it breaks, we will replace it, includes ad-free books and cover, with glare-free display, faster page turns - Space Whale\", \"asin\": \"B0CNVBQK38\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Like-New Amazon Fire HD 10 tablet (newest model) built for relaxation, 10.1\\\" vibrant Full HD screen, octa-core processor, 3 GB RAM, 32 GB, Black\", \"asin\": \"B0BL5RZMLR\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n {\"title\": \"Kindle Essentials Bundle including Kindle (2024 release) - Matcha, Fabric Cover - Matcha, and Power Adapter\", \"asin\": \"B0D9ZWBFWQ\", \"price\": \"$146.97\", \"delivery\": \" Same-Day Delivery Today 5 PM - 10 PM\"},\n {\"title\": \"New Amazon Fire HD 8 tablet, 8\\u201d HD Display, 3GB memory, 32GB, designed for portable entertainment, Black, (2024 release)\", \"asin\": \"B0CVDN4QS6\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Amazon Fire Max 11 tablet (newest model) vivid 11\\u201d display, all-in-one for streaming, reading, and gaming, 14-hour battery life, optional stylus and keyboard, 128 GB, Gray, without lockscreen ads\", \"asin\": \"B0B2SFTGQ6\", \"price\": \"$234.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Amazon Kindle Paperwhite (16 GB) \\u2013 Now with a larger display, adjustable warm light, increased battery life, and faster page turns \\u2013 Black\", \"asin\": \"B09TMN58KL\", \"price\": \"$149.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Like-New Amazon Kindle (16 GB) - Lightest and most compact Kindle, with glare-free display, faster page turns, adjustable front light, and long battery life - Matcha\", \"asin\": \"B0CP32KPTM\", \"price\": \"$98.99\", \"delivery\": \"FREE delivery Tue, Apr 15 for Prime members\"},\n {\"title\": \"International Version - Kindle \\u2013 The lightest and most compact Kindle, now with a 6\\u201d 300 ppi high-resolution display, and 2x the storage \\u2013 Denim\", \"asin\": \"B09SWV1FSS\", \"price\": \"$119.99\"}\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\": \"2025-04-11T18:58:38.042Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\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\": \"dry paper dryer\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"ads\": [\n {\n \"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Black)\",\n \"asin\": \"B08DHP42MV\"\n},\n {\n \"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack for Storage (White)\",\n \"asin\": \"B07LBTFDFM\"\n},\n {\n \"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Silver Gray) for Storage\",\n \"asin\": \"B08DHDXH13\"\n}\n ],\n \"search_results\": [\n {\"title\": \"MRS. MEYER'S CLEAN DAY Dryer Sheets, Lavender, 80 ct\", \"asin\": \"B00GDCZFOU\", \"price\": \"$8.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count\", \"asin\": \"B00C27Y7GW\", \"price\": \"$6.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"B003FULBQ4\", \"price\": \"$12.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Gain Original Dryer Sheets, 120 Count\", \"asin\": \"B002TXM00Y\", \"price\": \"$5.36\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Fresh Linen Scent, 240 Count\", \"asin\": \"B075MPR873\", \"price\": \"$8.24\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count\", \"asin\": \"B083C76GRS\", \"price\": \"$9.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Grab Green Wet Dryer Sheets, 96 Count, Fragrance Free, Plant Based, Softens Fabrics, Reduces Static Cling and Wrinkles\", \"asin\": \"B00KTI8T2Y\", \"price\": \"$8.93\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested\", \"asin\": \"B003CP14R8\", \"price\": \"$9.96\"},\n {\"title\": \"Gain Dryer Sheets Laundry Fabric Softener, Original Scent, 240 Count\", \"asin\": \"B00WE2GD4O\", \"price\": \"$9.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet\", \"asin\": \"B0B7CQKP5Z\", \"price\": \"$13.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Gain + Odor Defense Dryer Sheets, Super Fresh Blast Scent Fabric Softener Sheets, 240 ct\", \"asin\": \"B0B7CS47H6\", \"price\": \"$9.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)\", \"asin\": \"B092XYBBDX\", \"price\": \"$20.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Bounce Mega Dryer Sheets, Fresh Breeze, 130 Count (Packaging May Vary)\", \"asin\": \"B08MBHF26J\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets\", \"asin\": \"B0B7CTQMKM\", \"price\": \"$13.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"200 pack Parchment Paper For Harvest Right Freeze Dryer (L - Large)\", \"asin\": \"B0C26KYS5H\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Freeze Dryer Trays, 150 Sheets Freeze Dryer Medium Trays, Freeze Dryer Tray Liners For Freeze Dryer Trays To Dry Various Food Items (17.3in x 3.9in)\", \"asin\": \"B0D9BB1H26\", \"price\": \"$8.79\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"300 Pcs Freeze Dryer Tray Mats Compatible with Harvest Right Parchment Paper Trays Non Stick Freeze Dryer Accessories (Large 19.9 x 8.4\\\")\", \"asin\": \"B0DF74FBT9\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"500 Pcs Freeze Dryer Tray Mats Parchment Paper Sheets for Harvest Right Freeze Dryer Non Stick Freeze Dryer Accessories for Medium Trays(17\\\" x 6.8\\\")\", \"asin\": \"B0DN9ZG3GH\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Arm & Hammer Odor Blaster Sheets Fresh Burst 80ct\", \"asin\": \"B0C387M1SP\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Dryer Sheet Holder Dispenser clear color with Safe Lid for Laundry Room Organization & Home D\\u00e9cor- Rectangular Acrylic Storage Containers Premium Fabric Softener Box Dry Tissue Container\", \"asin\": \"B07RSXZVCT\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Snuggle Plus SuperFresh Fabric Softener Dryer Sheets with Static Control and Odor Eliminating Technology, Original, 200 Count\", \"asin\": \"B07F1M11KZ\", \"price\": \"$8.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Gain Dryer Sheets Laundry Fabric Softener, Moonlight Breeze, 240 Count\", \"asin\": \"B06XJCPYS5\", \"price\": \"$9.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Snuggle Fabric Softener Dryer Sheets, Blue Sparkle, 200 Count (Pack of 2)\", \"asin\": \"B0D14YJKM3\", \"price\": \"$13.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Green Glove Dryer for Hats, Gloves, Shoes & More (Eco Dryer White W/2 Extension Nozzles)\", \"asin\": \"B07J5PZS2W\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"300 PCS Freeze Dryer Tray Mats for Harvest Right Dryer - Freeze Dryer Parchment Paper Set for Medium Trays - Non-Stick Baking Mats One-Off Parchment Paper Harvest Right Accessories (13\\\" x 7\\\")\", \"asin\": \"B0D9D9KCKS\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Happy, 130 Count\", \"asin\": \"B0D6DYRFF7\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"300 Pack X- Large Parchment Paper for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper (300 Half Sized Sheets)\", \"asin\": \"B0CMXDG7SB\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct\", \"asin\": \"B0CY63TM3C\", \"price\": \"$12.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Freeze Dryer Parchment Paper, Custom fit for Medium HARVEST RIGHT Trays, 100% Natural Unbleached Wood Pulp, (17 1/4\\\" x 7\\\")\", \"asin\": \"B0BQ2195P2\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"365 by Whole Foods Market, Dryer Sheets Fabric Softener Unscented, 80 Count\", \"asin\": \"B07YD6VTBN\", \"price\": \"$5.99\", \"delivery\": \" FREE delivery Today 9 PM - 11 PM on orders over $50 Or FREE pickup\"},\n {\"title\": \"Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Relax, 130 Count\", \"asin\": \"B0D6FH1BGQ\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Set of 100 Rectangular Tray Mats for Harvest Right Freeze Dryer, 17\\\" x 6.8\\\", Disposable Parchment Paper, Easy to Use and Clean\", \"asin\": \"B0C2Y8N3N4\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Acrylic Tissue Box, Acrylic Dryer Sheet Holder for Laundry Room, Table Clear Dryer Sheet Dispenser Rectangular\", \"asin\": \"B0BN4BX5XG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ARM & HAMMER Fabric Softener Sheets, Mountain Rain 144ct\", \"asin\": \"B009UY0QJM\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Clorox Scentiva Fabric Softening Dryer Sheets | Fabric Sheets in Pacific Breeze & Coconut Scent | Laundry Dryer Sheets for Fresh & Clean Clothes | 105 Count\", \"asin\": \"B07TCCMJML\", \"price\": \"$7.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Suavitel Complete Fabric Softener Dryer Sheets, Field Flowers \\u2013 70 count\", \"asin\": \"B09FXJNHP7\", \"price\": \"$3.49\", \"delivery\": \" FREE delivery Today 9 PM - 11 PM on orders over $50\"},\n {\"title\": \"Acrylic Dryer Sheet Holder with Lid Minimalist Clear Dryer Sheets Dispenser Rectangular Tissue Box Cover for Laundry Room Bathroom Organization Storage Container\", \"asin\": \"B0C4YF7FXP\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon.\"},\n {\"title\": \"150 PCS Medium Freeze Dryer Paper Mats for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper\", \"asin\": \"B0C1NF3TNH\", \"price\": \"$16.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 17 left in stock - order soon.\"},\n {\"title\": \"Fabric Softener Dryer Sheets, Mountain Fresh, 200 Count\", \"asin\": \"B075JF74C4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Clorox Fraganzia Dryer Sheets in Lavender with Eucalyptus Scent, 80 Count | Wrinkle-Reducing Fabric Softener Sheets | Best Laundry Dryer Sheets with Long-Lasting Lavender with Eucalyptus Scent\", \"asin\": \"B0C42F1LC6\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 130 Count\", \"asin\": \"B0C8X1CD3C\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Purecosheet - Reusable Dryer Sheets | Cost effective (500+ loads), Chemical Free & Vegan Dryer Sheet | Safe For Infants & Allergy/Eczema Sufferers | Hypoallergenic | 2 Count\", \"asin\": \"B0851LY4TL\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Tray Mats Set for Harvest Right Freeze Dryer Medium Trays, Harvest Right Freeze Dryer Accessories, Freeze Dryer Parchment Paper Set, Food Grade Materials\\uff0c17.2\\u00d76.8 in (100PCS)\", \"asin\": \"B0CP88MT32\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Unscented Dryer Sheets | Reduce Static, Infused with Essential Oils, Biodegradable, Hypoallergenic, No Harsh Chemicals & Plastic-Free - Based in the USA\", \"asin\": \"B0CRQR2TWX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Automatic Hand Dryer for Commercial Bathrooms. High Speed Hot Air, Dry Hands in 7s. No Touch Operation with Infrared Sensor. Easy & Fast Installation. Low Noise 60 dB. 1 year warranty\", \"asin\": \"B07VQMCVYV\", \"price\": \"$111.95\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 1 left in stock - order soon.\"},\n {\"title\": \"Wash Dry Stickers for Washer and Dryer, Wash and Dry Vinyl Decal for Front Loading Washing Machine and Dryer, Laundry Room Decor, Several Sizes & Over 30 Colors\", \"asin\": \"B08VWB4NGL\", \"price\": \"$12.99\", \"delivery\": \"$4.99 delivery Apr 29 - May 2 Or fastest delivery Apr 28 - May 1\"},\n {\"title\": \"Pigeon Signature Dryer Sheets Laundry Fabric Softener, Green Apple Scent, Apple Bomb, Reduce Static Cling, Eliminate Strong Odor, infused with Flower Essence, Safe for all, 130 Counts\", \"asin\": \"B0CHM8FD1Y\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:04:34.600Z\", // 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
|
2025-04-23T01:04:34.600Z
|
click_product
|
B083C76GRS
|
rule
|
2025-04-23T01:04:34.600Z
|
train
| 516 |
2025-04-23T01:04:34.600Z
|
click_product
|
B083C76GRS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|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": "dry paper dryer"
}
],
"cart_items": [
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}
],
"ads": [
{
"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Black)",
"asin": "B08DHP42MV"
},
{
"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack for Storage (White)",
"asin": "B07LBTFDFM"
},
{
"title": "FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Silver Gray) for Storage",
"asin": "B08DHDXH13"
}
],
"search_results": [
{"title": "MRS. MEYER'S CLEAN DAY Dryer Sheets, Lavender, 80 ct", "asin": "B00GDCZFOU", "price": "$8.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count", "asin": "B00C27Y7GW", "price": "$6.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count", "asin": "B003FULBQ4", "price": "$12.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain Original Dryer Sheets, 120 Count", "asin": "B002TXM00Y", "price": "$5.36", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Dryer Sheets Laundry Fabric Softener, Fresh Linen Scent, 240 Count", "asin": "B075MPR873", "price": "$8.24", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count", "asin": "B083C76GRS", "price": "$9.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Grab Green Wet Dryer Sheets, 96 Count, Fragrance Free, Plant Based, Softens Fabrics, Reduces Static Cling and Wrinkles", "asin": "B00KTI8T2Y", "price": "$8.93", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested", "asin": "B003CP14R8", "price": "$9.96"},
{"title": "Gain Dryer Sheets Laundry Fabric Softener, Original Scent, 240 Count", "asin": "B00WE2GD4O", "price": "$9.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet", "asin": "B0B7CQKP5Z", "price": "$13.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain + Odor Defense Dryer Sheets, Super Fresh Blast Scent Fabric Softener Sheets, 240 ct", "asin": "B0B7CS47H6", "price": "$9.96", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)", "asin": "B092XYBBDX", "price": "$20.97", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Bounce Mega Dryer Sheets, Fresh Breeze, 130 Count (Packaging May Vary)", "asin": "B08MBHF26J", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets", "asin": "B0B7CTQMKM", "price": "$13.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "200 pack Parchment Paper For Harvest Right Freeze Dryer (L - Large)", "asin": "B0C26KYS5H", "price": "$26.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Freeze Dryer Trays, 150 Sheets Freeze Dryer Medium Trays, Freeze Dryer Tray Liners For Freeze Dryer Trays To Dry Various Food Items (17.3in x 3.9in)", "asin": "B0D9BB1H26", "price": "$8.79", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "300 Pcs Freeze Dryer Tray Mats Compatible with Harvest Right Parchment Paper Trays Non Stick Freeze Dryer Accessories (Large 19.9 x 8.4\")", "asin": "B0DF74FBT9", "price": "$23.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "500 Pcs Freeze Dryer Tray Mats Parchment Paper Sheets for Harvest Right Freeze Dryer Non Stick Freeze Dryer Accessories for Medium Trays(17\" x 6.8\")", "asin": "B0DN9ZG3GH", "price": "$26.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Arm & Hammer Odor Blaster Sheets Fresh Burst 80ct", "asin": "B0C387M1SP", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Dryer Sheet Holder Dispenser clear color with Safe Lid for Laundry Room Organization & Home D\u00e9cor- Rectangular Acrylic Storage Containers Premium Fabric Softener Box Dry Tissue Container", "asin": "B07RSXZVCT", "price": "$14.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Snuggle Plus SuperFresh Fabric Softener Dryer Sheets with Static Control and Odor Eliminating Technology, Original, 200 Count", "asin": "B07F1M11KZ", "price": "$8.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Gain Dryer Sheets Laundry Fabric Softener, Moonlight Breeze, 240 Count", "asin": "B06XJCPYS5", "price": "$9.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Snuggle Fabric Softener Dryer Sheets, Blue Sparkle, 200 Count (Pack of 2)", "asin": "B0D14YJKM3", "price": "$13.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Green Glove Dryer for Hats, Gloves, Shoes & More (Eco Dryer White W/2 Extension Nozzles)", "asin": "B07J5PZS2W", "price": "$31.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "300 PCS Freeze Dryer Tray Mats for Harvest Right Dryer - Freeze Dryer Parchment Paper Set for Medium Trays - Non-Stick Baking Mats One-Off Parchment Paper Harvest Right Accessories (13\" x 7\")", "asin": "B0D9D9KCKS", "price": "$19.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Happy, 130 Count", "asin": "B0D6DYRFF7", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "300 Pack X- Large Parchment Paper for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper (300 Half Sized Sheets)", "asin": "B0CMXDG7SB", "price": "$24.99", "delivery": "FREE delivery Sat, Apr 26"},
{"title": "Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct", "asin": "B0CY63TM3C", "price": "$12.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Freeze Dryer Parchment Paper, Custom fit for Medium HARVEST RIGHT Trays, 100% Natural Unbleached Wood Pulp, (17 1/4\" x 7\")", "asin": "B0BQ2195P2", "price": "$16.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "365 by Whole Foods Market, Dryer Sheets Fabric Softener Unscented, 80 Count", "asin": "B07YD6VTBN", "price": "$5.99", "delivery": " FREE delivery Today 9 PM - 11 PM on orders over $50 Or FREE pickup"},
{"title": "Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Relax, 130 Count", "asin": "B0D6FH1BGQ", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Set of 100 Rectangular Tray Mats for Harvest Right Freeze Dryer, 17\" x 6.8\", Disposable Parchment Paper, Easy to Use and Clean", "asin": "B0C2Y8N3N4", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Acrylic Tissue Box, Acrylic Dryer Sheet Holder for Laundry Room, Table Clear Dryer Sheet Dispenser Rectangular", "asin": "B0BN4BX5XG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "ARM & HAMMER Fabric Softener Sheets, Mountain Rain 144ct", "asin": "B009UY0QJM", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Clorox Scentiva Fabric Softening Dryer Sheets | Fabric Sheets in Pacific Breeze & Coconut Scent | Laundry Dryer Sheets for Fresh & Clean Clothes | 105 Count", "asin": "B07TCCMJML", "price": "$7.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Suavitel Complete Fabric Softener Dryer Sheets, Field Flowers \u2013 70 count", "asin": "B09FXJNHP7", "price": "$3.49", "delivery": " FREE delivery Today 9 PM - 11 PM on orders over $50"},
{"title": "Acrylic Dryer Sheet Holder with Lid Minimalist Clear Dryer Sheets Dispenser Rectangular Tissue Box Cover for Laundry Room Bathroom Organization Storage Container", "asin": "B0C4YF7FXP", "price": "$10.99", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon."},
{"title": "150 PCS Medium Freeze Dryer Paper Mats for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper", "asin": "B0C1NF3TNH", "price": "$16.89", "delivery": " Two-Day FREE delivery Thu, Apr 24 Only 17 left in stock - order soon."},
{"title": "Fabric Softener Dryer Sheets, Mountain Fresh, 200 Count", "asin": "B075JF74C4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Clorox Fraganzia Dryer Sheets in Lavender with Eucalyptus Scent, 80 Count | Wrinkle-Reducing Fabric Softener Sheets | Best Laundry Dryer Sheets with Long-Lasting Lavender with Eucalyptus Scent", "asin": "B0C42F1LC6", "price": "$3.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 130 Count", "asin": "B0C8X1CD3C", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Purecosheet - Reusable Dryer Sheets | Cost effective (500+ loads), Chemical Free & Vegan Dryer Sheet | Safe For Infants & Allergy/Eczema Sufferers | Hypoallergenic | 2 Count", "asin": "B0851LY4TL", "price": "$16.95", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Tray Mats Set for Harvest Right Freeze Dryer Medium Trays, Harvest Right Freeze Dryer Accessories, Freeze Dryer Parchment Paper Set, Food Grade Materials\uff0c17.2\u00d76.8 in (100PCS)", "asin": "B0CP88MT32", "price": "$9.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"},
{"title": "Unscented Dryer Sheets | Reduce Static, Infused with Essential Oils, Biodegradable, Hypoallergenic, No Harsh Chemicals & Plastic-Free - Based in the USA", "asin": "B0CRQR2TWX", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 23"},
{"title": "Automatic Hand Dryer for Commercial Bathrooms. High Speed Hot Air, Dry Hands in 7s. No Touch Operation with Infrared Sensor. Easy & Fast Installation. Low Noise 60 dB. 1 year warranty", "asin": "B07VQMCVYV", "price": "$111.95", "delivery": "FREE delivery Fri, Apr 25 Only 1 left in stock - order soon."},
{"title": "Wash Dry Stickers for Washer and Dryer, Wash and Dry Vinyl Decal for Front Loading Washing Machine and Dryer, Laundry Room Decor, Several Sizes & Over 30 Colors", "asin": "B08VWB4NGL", "price": "$12.99", "delivery": "$4.99 delivery Apr 29 - May 2 Or fastest delivery Apr 28 - May 1"},
{"title": "Pigeon Signature Dryer Sheets Laundry Fabric Softener, Green Apple Scent, Apple Bomb, Reduce Static Cling, Eliminate Strong Odor, infused with Flower Essence, Safe for all, 130 Counts", "asin": "B0CHM8FD1Y", "price": "$14.99", "delivery": " Two-Day FREE delivery Thu, Apr 24"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-23T01:04:34.600Z", // 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_product</answer_action><answer_argument>B083C76GRS</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B083C76GRS</answer_argument>",
"index": 516,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\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\": \"dry paper dryer\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"ads\": [\n {\n \"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Black)\",\n \"asin\": \"B08DHP42MV\"\n},\n {\n \"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack for Storage (White)\",\n \"asin\": \"B07LBTFDFM\"\n},\n {\n \"title\": \"FKUO Household Indoor Folding Clothes Drying Rack, Dry Laundry and Hang Clothes,Towel Rack (Silver Gray) for Storage\",\n \"asin\": \"B08DHDXH13\"\n}\n ],\n \"search_results\": [\n {\"title\": \"MRS. MEYER'S CLEAN DAY Dryer Sheets, Lavender, 80 ct\", \"asin\": \"B00GDCZFOU\", \"price\": \"$8.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Snuggle Dryer Sheets, Long Lasting Fresh and Clean Scent, Laundry Fabric Softener, Control Static, Reduce Wrinkles, HE Safe, 200 Count\", \"asin\": \"B00C27Y7GW\", \"price\": \"$6.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Outdoor Fresh Scent, 240 Count\", \"asin\": \"B003FULBQ4\", \"price\": \"$12.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Gain Original Dryer Sheets, 120 Count\", \"asin\": \"B002TXM00Y\", \"price\": \"$5.36\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Bounce Dryer Sheets Laundry Fabric Softener, Fresh Linen Scent, 240 Count\", \"asin\": \"B075MPR873\", \"price\": \"$8.24\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count\", \"asin\": \"B083C76GRS\", \"price\": \"$9.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Grab Green Wet Dryer Sheets, 96 Count, Fragrance Free, Plant Based, Softens Fabrics, Reduces Static Cling and Wrinkles\", \"asin\": \"B00KTI8T2Y\", \"price\": \"$8.93\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested\", \"asin\": \"B003CP14R8\", \"price\": \"$9.96\"},\n {\"title\": \"Gain Dryer Sheets Laundry Fabric Softener, Original Scent, 240 Count\", \"asin\": \"B00WE2GD4O\", \"price\": \"$9.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet\", \"asin\": \"B0B7CQKP5Z\", \"price\": \"$13.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Gain + Odor Defense Dryer Sheets, Super Fresh Blast Scent Fabric Softener Sheets, 240 ct\", \"asin\": \"B0B7CS47H6\", \"price\": \"$9.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)\", \"asin\": \"B092XYBBDX\", \"price\": \"$20.97\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Bounce Mega Dryer Sheets, Fresh Breeze, 130 Count (Packaging May Vary)\", \"asin\": \"B08MBHF26J\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets\", \"asin\": \"B0B7CTQMKM\", \"price\": \"$13.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"200 pack Parchment Paper For Harvest Right Freeze Dryer (L - Large)\", \"asin\": \"B0C26KYS5H\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Freeze Dryer Trays, 150 Sheets Freeze Dryer Medium Trays, Freeze Dryer Tray Liners For Freeze Dryer Trays To Dry Various Food Items (17.3in x 3.9in)\", \"asin\": \"B0D9BB1H26\", \"price\": \"$8.79\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"300 Pcs Freeze Dryer Tray Mats Compatible with Harvest Right Parchment Paper Trays Non Stick Freeze Dryer Accessories (Large 19.9 x 8.4\\\")\", \"asin\": \"B0DF74FBT9\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"500 Pcs Freeze Dryer Tray Mats Parchment Paper Sheets for Harvest Right Freeze Dryer Non Stick Freeze Dryer Accessories for Medium Trays(17\\\" x 6.8\\\")\", \"asin\": \"B0DN9ZG3GH\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Arm & Hammer Odor Blaster Sheets Fresh Burst 80ct\", \"asin\": \"B0C387M1SP\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Dryer Sheet Holder Dispenser clear color with Safe Lid for Laundry Room Organization & Home D\\u00e9cor- Rectangular Acrylic Storage Containers Premium Fabric Softener Box Dry Tissue Container\", \"asin\": \"B07RSXZVCT\", \"price\": \"$14.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Snuggle Plus SuperFresh Fabric Softener Dryer Sheets with Static Control and Odor Eliminating Technology, Original, 200 Count\", \"asin\": \"B07F1M11KZ\", \"price\": \"$8.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Gain Dryer Sheets Laundry Fabric Softener, Moonlight Breeze, 240 Count\", \"asin\": \"B06XJCPYS5\", \"price\": \"$9.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Snuggle Fabric Softener Dryer Sheets, Blue Sparkle, 200 Count (Pack of 2)\", \"asin\": \"B0D14YJKM3\", \"price\": \"$13.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Green Glove Dryer for Hats, Gloves, Shoes & More (Eco Dryer White W/2 Extension Nozzles)\", \"asin\": \"B07J5PZS2W\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"300 PCS Freeze Dryer Tray Mats for Harvest Right Dryer - Freeze Dryer Parchment Paper Set for Medium Trays - Non-Stick Baking Mats One-Off Parchment Paper Harvest Right Accessories (13\\\" x 7\\\")\", \"asin\": \"B0D9D9KCKS\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Happy, 130 Count\", \"asin\": \"B0D6DYRFF7\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"300 Pack X- Large Parchment Paper for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper (300 Half Sized Sheets)\", \"asin\": \"B0CMXDG7SB\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Sat, Apr 26\"},\n {\"title\": \"Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct\", \"asin\": \"B0CY63TM3C\", \"price\": \"$12.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Freeze Dryer Parchment Paper, Custom fit for Medium HARVEST RIGHT Trays, 100% Natural Unbleached Wood Pulp, (17 1/4\\\" x 7\\\")\", \"asin\": \"B0BQ2195P2\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"365 by Whole Foods Market, Dryer Sheets Fabric Softener Unscented, 80 Count\", \"asin\": \"B07YD6VTBN\", \"price\": \"$5.99\", \"delivery\": \" FREE delivery Today 9 PM - 11 PM on orders over $50 Or FREE pickup\"},\n {\"title\": \"Gain Super Sized Dryer Sheets, Laundry Fabric Softener, Relax, 130 Count\", \"asin\": \"B0D6FH1BGQ\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Set of 100 Rectangular Tray Mats for Harvest Right Freeze Dryer, 17\\\" x 6.8\\\", Disposable Parchment Paper, Easy to Use and Clean\", \"asin\": \"B0C2Y8N3N4\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Acrylic Tissue Box, Acrylic Dryer Sheet Holder for Laundry Room, Table Clear Dryer Sheet Dispenser Rectangular\", \"asin\": \"B0BN4BX5XG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"ARM & HAMMER Fabric Softener Sheets, Mountain Rain 144ct\", \"asin\": \"B009UY0QJM\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Clorox Scentiva Fabric Softening Dryer Sheets | Fabric Sheets in Pacific Breeze & Coconut Scent | Laundry Dryer Sheets for Fresh & Clean Clothes | 105 Count\", \"asin\": \"B07TCCMJML\", \"price\": \"$7.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Suavitel Complete Fabric Softener Dryer Sheets, Field Flowers \\u2013 70 count\", \"asin\": \"B09FXJNHP7\", \"price\": \"$3.49\", \"delivery\": \" FREE delivery Today 9 PM - 11 PM on orders over $50\"},\n {\"title\": \"Acrylic Dryer Sheet Holder with Lid Minimalist Clear Dryer Sheets Dispenser Rectangular Tissue Box Cover for Laundry Room Bathroom Organization Storage Container\", \"asin\": \"B0C4YF7FXP\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 15 left in stock - order soon.\"},\n {\"title\": \"150 PCS Medium Freeze Dryer Paper Mats for Harvest Right Freeze Dryer Tray Accessories 100% Parchment Paper\", \"asin\": \"B0C1NF3TNH\", \"price\": \"$16.89\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24 Only 17 left in stock - order soon.\"},\n {\"title\": \"Fabric Softener Dryer Sheets, Mountain Fresh, 200 Count\", \"asin\": \"B075JF74C4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Clorox Fraganzia Dryer Sheets in Lavender with Eucalyptus Scent, 80 Count | Wrinkle-Reducing Fabric Softener Sheets | Best Laundry Dryer Sheets with Long-Lasting Lavender with Eucalyptus Scent\", \"asin\": \"B0C42F1LC6\", \"price\": \"$3.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 130 Count\", \"asin\": \"B0C8X1CD3C\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Purecosheet - Reusable Dryer Sheets | Cost effective (500+ loads), Chemical Free & Vegan Dryer Sheet | Safe For Infants & Allergy/Eczema Sufferers | Hypoallergenic | 2 Count\", \"asin\": \"B0851LY4TL\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Tray Mats Set for Harvest Right Freeze Dryer Medium Trays, Harvest Right Freeze Dryer Accessories, Freeze Dryer Parchment Paper Set, Food Grade Materials\\uff0c17.2\\u00d76.8 in (100PCS)\", \"asin\": \"B0CP88MT32\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"},\n {\"title\": \"Unscented Dryer Sheets | Reduce Static, Infused with Essential Oils, Biodegradable, Hypoallergenic, No Harsh Chemicals & Plastic-Free - Based in the USA\", \"asin\": \"B0CRQR2TWX\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 23\"},\n {\"title\": \"Automatic Hand Dryer for Commercial Bathrooms. High Speed Hot Air, Dry Hands in 7s. No Touch Operation with Infrared Sensor. Easy & Fast Installation. Low Noise 60 dB. 1 year warranty\", \"asin\": \"B07VQMCVYV\", \"price\": \"$111.95\", \"delivery\": \"FREE delivery Fri, Apr 25 Only 1 left in stock - order soon.\"},\n {\"title\": \"Wash Dry Stickers for Washer and Dryer, Wash and Dry Vinyl Decal for Front Loading Washing Machine and Dryer, Laundry Room Decor, Several Sizes & Over 30 Colors\", \"asin\": \"B08VWB4NGL\", \"price\": \"$12.99\", \"delivery\": \"$4.99 delivery Apr 29 - May 2 Or fastest delivery Apr 28 - May 1\"},\n {\"title\": \"Pigeon Signature Dryer Sheets Laundry Fabric Softener, Green Apple Scent, Apple Bomb, Reduce Static Cling, Eliminate Strong Odor, infused with Flower Essence, Safe for all, 130 Counts\", \"asin\": \"B0CHM8FD1Y\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Thu, Apr 24\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:04:34.600Z\", // 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dry paper dryer\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B083C76GRS\"\n},\n {\n \"title\": \"Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count\"\n},\n {\n \"price\": \"$9.83\"\n},\n {\n \"bullet_list\": \"Keep your laundry extra soft and static-free with Downy fabric softener dryer sheets The crisp scent of cool cotton smells like a clean, refreshing breeze Fabric softener sheets fight static and soften fabrics with a light air of freshness Safe for all fabrics and dryers: simply toss, dry, and enjoy Pair with Downy Cool cotton liquid fabric softener for a fresher laundry routine\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"240 Count (Pack of 1)\"\n},\n {\n \"Scent\": \"Cool Cotton\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\", \"quantity\": \"\"},\n {\"title\": \"Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)\", \"asin\": \"B092XYBBDX\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested\", \"asin\": \"B003CP14R8\", \"price\": \"$9.96\", \"quantity\": \"\"},\n {\"title\": \"all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count\", \"asin\": \"B0CB97R25C\", \"price\": \"$8.49\", \"quantity\": \"\"},\n {\"title\": \"Earth Breeze Laundry Detergent Sheets Fresh Scent - 60 Loads Eco Liquidless Soap - Travel-Friendly for Hot & Cold Cycles, Tackles Tough Stains & Odors - Gentle on Skin, 30 Ct\", \"asin\": \"B08GF7YGCD\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count\", \"asin\": \"B0CWYKWC7J\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"The Clean People Fabric Softener Sheets - Dryer Sheets - Softens & Removes Static Cling - Vegan Laundry Softener, Essential Oils - Lavender 240 Pack\", \"asin\": \"B0DKQK3QL1\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count\", \"asin\": \"B0CWYKWC7J\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet\", \"asin\": \"B0B7CQKP5Z\", \"price\": \"$13.80\", \"quantity\": \"\"},\n {\"title\": \"Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets\", \"asin\": \"B0B7CTQMKM\", \"price\": \"$13.83\", \"quantity\": \"\"},\n {\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\", \"quantity\": \"\"},\n {\"title\": \"Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested\", \"asin\": \"B003CP14R8\", \"price\": \"$9.96\", \"quantity\": \"\"},\n {\"title\": \"all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count\", \"asin\": \"B0CB97R25C\", \"price\": \"$8.49\", \"quantity\": \"\"},\n {\"title\": \"Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)\", \"asin\": \"B092XYBBDX\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 24 oz\", \"asin\": \"B0CCGKY4MP\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Tide PODS laundry detergent pacs, 3-in-1 Stain Remover, Odor Fighter, Color Protector, 76 Count, HE compatible, Spring Meadow Scent\", \"asin\": \"B0BJMNHLXZ\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"Downy Fabric Softener Liquid, Cool Cotton Scent, 111 fl oz, 150 Loads\", \"asin\": \"B0CCK3QYSH\", \"price\": \"$10.97\", \"quantity\": \"\"},\n {\"title\": \"Tide PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent\", \"asin\": \"B0BTKKJLLS\", \"price\": \"$27.24\", \"quantity\": \"\"},\n {\"title\": \"Downy Fabric Softener Liquid, Cool Cotton Scent, 140 fl oz, 190 Loads, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0C8X2Z37V\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 18.2 oz\", \"asin\": \"B0CCK34GLH\", \"price\": \"$15.84\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count\", \"asin\": \"B083C76GRS\", \"price\": \"$9.83\"},\n {\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\"},\n {\"title\": \"Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 180 Count\", \"asin\": \"B0C8X76GWZ\", \"price\": \"$23.49\"},\n {\"title\": \"Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct\", \"asin\": \"B0CY63TM3C\", \"price\": \"$12.29\"},\n {\"title\": \"Arm & Hammer Fabric Softener Sheets, Purifying Waters, 200 ct\", \"asin\": \"B01M4PLF4H\", \"price\": \"$12.99\"},\n {\"title\": \"Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0B83T9H8C\", \"price\": \"$12.97\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:05:19.119Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-23T01:05:19.119Z
|
purchase
|
B083C76GRS
|
rule
|
2025-04-23T01:05:19.119Z
|
train
| 517 |
2025-04-23T01:05:19.119Z
|
purchase
|
B083C76GRS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "dry paper dryer"
}
],
"cart_items": [
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}
],
"product_details": [
{
"asin": "B083C76GRS"
},
{
"title": "Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count"
},
{
"price": "$9.83"
},
{
"bullet_list": "Keep your laundry extra soft and static-free with Downy fabric softener dryer sheets The crisp scent of cool cotton smells like a clean, refreshing breeze Fabric softener sheets fight static and soften fabrics with a light air of freshness Safe for all fabrics and dryers: simply toss, dry, and enjoy Pair with Downy Cool cotton liquid fabric softener for a fresher laundry routine"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "240 Count (Pack of 1)"
},
{
"Scent": "Cool Cotton"
}
],
"promotion_items": [
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83", "quantity": ""},
{"title": "Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)", "asin": "B092XYBBDX", "price": "$20.97", "quantity": ""},
{"title": "Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested", "asin": "B003CP14R8", "price": "$9.96", "quantity": ""},
{"title": "all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count", "asin": "B0CB97R25C", "price": "$8.49", "quantity": ""},
{"title": "Earth Breeze Laundry Detergent Sheets Fresh Scent - 60 Loads Eco Liquidless Soap - Travel-Friendly for Hot & Cold Cycles, Tackles Tough Stains & Odors - Gentle on Skin, 30 Ct", "asin": "B08GF7YGCD", "price": "$13.99", "quantity": ""},
{"title": "Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count", "asin": "B0CWYKWC7J", "price": "$25.00", "quantity": ""},
{"title": "The Clean People Fabric Softener Sheets - Dryer Sheets - Softens & Removes Static Cling - Vegan Laundry Softener, Essential Oils - Lavender 240 Pack", "asin": "B0DKQK3QL1", "price": "$26.99", "quantity": ""},
{"title": "Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count", "asin": "B0CWYKWC7J", "price": "$25.00", "quantity": ""},
{"title": "Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet", "asin": "B0B7CQKP5Z", "price": "$13.80", "quantity": ""},
{"title": "Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets", "asin": "B0B7CTQMKM", "price": "$13.83", "quantity": ""},
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83", "quantity": ""},
{"title": "Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested", "asin": "B003CP14R8", "price": "$9.96", "quantity": ""},
{"title": "all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count", "asin": "B0CB97R25C", "price": "$8.49", "quantity": ""},
{"title": "Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)", "asin": "B092XYBBDX", "price": "$20.97", "quantity": ""},
{"title": "Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 24 oz", "asin": "B0CCGKY4MP", "price": "$15.99", "quantity": ""},
{"title": "Tide PODS laundry detergent pacs, 3-in-1 Stain Remover, Odor Fighter, Color Protector, 76 Count, HE compatible, Spring Meadow Scent", "asin": "B0BJMNHLXZ", "price": "$19.94", "quantity": ""},
{"title": "Downy Fabric Softener Liquid, Cool Cotton Scent, 111 fl oz, 150 Loads", "asin": "B0CCK3QYSH", "price": "$10.97", "quantity": ""},
{"title": "Tide PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent", "asin": "B0BTKKJLLS", "price": "$27.24", "quantity": ""},
{"title": "Downy Fabric Softener Liquid, Cool Cotton Scent, 140 fl oz, 190 Loads, Downy Fabric Softener, Liquid Fabric Softener", "asin": "B0C8X2Z37V", "price": "$12.97", "quantity": ""},
{"title": "Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 18.2 oz", "asin": "B0CCK34GLH", "price": "$15.84", "quantity": ""}
],
"comparison_items": [
{"title": "Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count", "asin": "B083C76GRS", "price": "$9.83"},
{"title": "Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)", "asin": "B0C8X7M477", "price": "$13.83"},
{"title": "Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 180 Count", "asin": "B0C8X76GWZ", "price": "$23.49"},
{"title": "Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct", "asin": "B0CY63TM3C", "price": "$12.29"},
{"title": "Arm & Hammer Fabric Softener Sheets, Purifying Waters, 200 ct", "asin": "B01M4PLF4H", "price": "$12.99"},
{"title": "Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener", "asin": "B0B83T9H8C", "price": "$12.97"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-23T01:05:19.119Z", // the timestamp when this action occurs
"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>B083C76GRS</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B083C76GRS</answer_argument>",
"index": 517,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"dry paper dryer\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B083C76GRS\"\n},\n {\n \"title\": \"Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count\"\n},\n {\n \"price\": \"$9.83\"\n},\n {\n \"bullet_list\": \"Keep your laundry extra soft and static-free with Downy fabric softener dryer sheets The crisp scent of cool cotton smells like a clean, refreshing breeze Fabric softener sheets fight static and soften fabrics with a light air of freshness Safe for all fabrics and dryers: simply toss, dry, and enjoy Pair with Downy Cool cotton liquid fabric softener for a fresher laundry routine\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"240 Count (Pack of 1)\"\n},\n {\n \"Scent\": \"Cool Cotton\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\", \"quantity\": \"\"},\n {\"title\": \"Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)\", \"asin\": \"B092XYBBDX\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested\", \"asin\": \"B003CP14R8\", \"price\": \"$9.96\", \"quantity\": \"\"},\n {\"title\": \"all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count\", \"asin\": \"B0CB97R25C\", \"price\": \"$8.49\", \"quantity\": \"\"},\n {\"title\": \"Earth Breeze Laundry Detergent Sheets Fresh Scent - 60 Loads Eco Liquidless Soap - Travel-Friendly for Hot & Cold Cycles, Tackles Tough Stains & Odors - Gentle on Skin, 30 Ct\", \"asin\": \"B08GF7YGCD\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count\", \"asin\": \"B0CWYKWC7J\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"The Clean People Fabric Softener Sheets - Dryer Sheets - Softens & Removes Static Cling - Vegan Laundry Softener, Essential Oils - Lavender 240 Pack\", \"asin\": \"B0DKQK3QL1\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Laundry Sauce - Laundry Dryer Sheets (Italian Bergamot), Luxury Fragrance, Contains Essential Oils, Softens Fabric, Removes Static Cling, Eco-Friendly Packaging, Travel Friendly, 69 Count\", \"asin\": \"B0CWYKWC7J\", \"price\": \"$25.00\", \"quantity\": \"\"},\n {\"title\": \"Bounce Pet Hair and Lint Guard Mega Fabric Softener Dryer Sheets with 3X Pet Hair Fighters, Fresh Scent, 180 Count, Bounce Dryer Sheets, Laundry Sheets, Mega Sheet\", \"asin\": \"B0B7CQKP5Z\", \"price\": \"$13.80\", \"quantity\": \"\"},\n {\"title\": \"Bounce Mega Dryer Sheets, Paradise Blossom, 180 Count, Bounce Dryer Sheets\", \"asin\": \"B0B7CTQMKM\", \"price\": \"$13.83\", \"quantity\": \"\"},\n {\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\", \"quantity\": \"\"},\n {\"title\": \"Bounce Free & Gentle Dryer Sheets, 240 Sheets, Unscented Fabric Softener Sheets, Hypoallergenic and Dermatologist Tested\", \"asin\": \"B003CP14R8\", \"price\": \"$9.96\", \"quantity\": \"\"},\n {\"title\": \"all Fabric Softener Dryer Sheets for Sensitive Skin, Free Clear, 195 Count\", \"asin\": \"B0CB97R25C\", \"price\": \"$8.49\", \"quantity\": \"\"},\n {\"title\": \"Seventh Generation Dryer Sheets Fabric Softener Fresh Lavender Scent with 100% Essential Oils and Botanical Ingredients 80 Sheets (Pack of 4)\", \"asin\": \"B092XYBBDX\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 24 oz\", \"asin\": \"B0CCGKY4MP\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Tide PODS laundry detergent pacs, 3-in-1 Stain Remover, Odor Fighter, Color Protector, 76 Count, HE compatible, Spring Meadow Scent\", \"asin\": \"B0BJMNHLXZ\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"Downy Fabric Softener Liquid, Cool Cotton Scent, 111 fl oz, 150 Loads\", \"asin\": \"B0CCK3QYSH\", \"price\": \"$10.97\", \"quantity\": \"\"},\n {\"title\": \"Tide PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent\", \"asin\": \"B0BTKKJLLS\", \"price\": \"$27.24\", \"quantity\": \"\"},\n {\"title\": \"Downy Fabric Softener Liquid, Cool Cotton Scent, 140 fl oz, 190 Loads, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0C8X2Z37V\", \"price\": \"$12.97\", \"quantity\": \"\"},\n {\"title\": \"Downy In-Wash Laundry Scent Booster Beads, Cool Cotton, 18.2 oz\", \"asin\": \"B0CCK34GLH\", \"price\": \"$15.84\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Downy Dryer Sheets Laundry Fabric Softener, Cool Cotton, 240 Count\", \"asin\": \"B083C76GRS\", \"price\": \"$9.83\"},\n {\"title\": \"Downy Infusions Mega Dryer Sheets, Laundry Fabric Softener, CALM, Lavender and Vanilla Bean, 180 Count (3 box of 60 sheets)\", \"asin\": \"B0C8X7M477\", \"price\": \"$13.83\"},\n {\"title\": \"Downy Light Mega Dryer Sheets, Fabric Softener Dryer Sheets, Ocean Mist, 180 Count\", \"asin\": \"B0C8X76GWZ\", \"price\": \"$23.49\"},\n {\"title\": \"Snuggle Fabric Softener Dryer Sheets Lavender Vanilla Orchid 230ct\", \"asin\": \"B0CY63TM3C\", \"price\": \"$12.29\"},\n {\"title\": \"Arm & Hammer Fabric Softener Sheets, Purifying Waters, 200 ct\", \"asin\": \"B01M4PLF4H\", \"price\": \"$12.99\"},\n {\"title\": \"Downy Rinse & Refresh Laundry Odor Remover And Fabric Softener, Cool Cotton, 48 Fl Oz, HE Compatible Laundry Sanitizer, Safe On All Fabrics, Downy Fabric Softener, Liquid Fabric Softener\", \"asin\": \"B0B83T9H8C\", \"price\": \"$12.97\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:05:19.119Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\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\": \"one thousand ways to make 1000\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"\"\n},\n {\n \"asin\": \"\"\n},\n {\n \"title\": \"One Thousand Ways to Make $1000 Kindle Edition\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment\", \"asin\": \"B0DDQG59MF\", \"price\": \"$0.99\", \"quantity\": \"\"},\n {\"title\": \"Passive Income Fast Track: The Seven Paths to Complete Financial Freedom\", \"asin\": \"B0DTSMM2C7\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Why Digital Transformations Fail: The Surprising Disciplines of How to Take Off and Stay Ahead\", \"asin\": \"B07PH39T46\", \"price\": \"$24.33\", \"quantity\": \"\"},\n {\"title\": \"33 Ways to Improve in Business and Life\", \"asin\": \"B0C1PDGDTZ\", \"price\": \"$8.95\", \"quantity\": \"\"},\n {\"title\": \"The Notary Guide: How To Build A Mobile Notary Business\", \"asin\": \"B0BQCX1DJV\", \"price\": \"$0.99\", \"quantity\": \"\"},\n {\"title\": \"The Product-Led Playbook: How to Unlock Self-Serve Revenue and Dominate Your Market (With a Tiny Team) (ProductLed Library Book 2)\", \"asin\": \"B0DJ3854MV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"The Virtual Ticket: How to Host Private Live Streams & Virtual Events\", \"asin\": \"B085X1TQT8\", \"price\": \"$2.99\", \"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\": \"2025-04-23T01:07:28.555Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-23T01:07:28.555Z
|
click
|
review
|
rule
|
2025-04-23T01:07:28.555Z
|
train
| 518 |
2025-04-23T01:07:28.555Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
<|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": "one thousand ways to make 1000"
}
],
"cart_items": [
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}
],
"product_details": [
{
"asin": ""
},
{
"asin": ""
},
{
"title": "One Thousand Ways to Make $1000 Kindle Edition"
}
],
"promotion_items": [
{"title": "THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment", "asin": "B0DDQG59MF", "price": "$0.99", "quantity": ""},
{"title": "Passive Income Fast Track: The Seven Paths to Complete Financial Freedom", "asin": "B0DTSMM2C7", "price": "$4.99", "quantity": ""},
{"title": "Why Digital Transformations Fail: The Surprising Disciplines of How to Take Off and Stay Ahead", "asin": "B07PH39T46", "price": "$24.33", "quantity": ""},
{"title": "33 Ways to Improve in Business and Life", "asin": "B0C1PDGDTZ", "price": "$8.95", "quantity": ""},
{"title": "The Notary Guide: How To Build A Mobile Notary Business", "asin": "B0BQCX1DJV", "price": "$0.99", "quantity": ""},
{"title": "The Product-Led Playbook: How to Unlock Self-Serve Revenue and Dominate Your Market (With a Tiny Team) (ProductLed Library Book 2)", "asin": "B0DJ3854MV", "price": "$9.99", "quantity": ""},
{"title": "The Virtual Ticket: How to Host Private Live Streams & Virtual Events", "asin": "B085X1TQT8", "price": "$2.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-23T01:07:28.555Z", // the timestamp when this action occurs
"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": 518,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\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\": \"one thousand ways to make 1000\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"\"\n},\n {\n \"asin\": \"\"\n},\n {\n \"title\": \"One Thousand Ways to Make $1000 Kindle Edition\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment\", \"asin\": \"B0DDQG59MF\", \"price\": \"$0.99\", \"quantity\": \"\"},\n {\"title\": \"Passive Income Fast Track: The Seven Paths to Complete Financial Freedom\", \"asin\": \"B0DTSMM2C7\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"Why Digital Transformations Fail: The Surprising Disciplines of How to Take Off and Stay Ahead\", \"asin\": \"B07PH39T46\", \"price\": \"$24.33\", \"quantity\": \"\"},\n {\"title\": \"33 Ways to Improve in Business and Life\", \"asin\": \"B0C1PDGDTZ\", \"price\": \"$8.95\", \"quantity\": \"\"},\n {\"title\": \"The Notary Guide: How To Build A Mobile Notary Business\", \"asin\": \"B0BQCX1DJV\", \"price\": \"$0.99\", \"quantity\": \"\"},\n {\"title\": \"The Product-Led Playbook: How to Unlock Self-Serve Revenue and Dominate Your Market (With a Tiny Team) (ProductLed Library Book 2)\", \"asin\": \"B0DJ3854MV\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"The Virtual Ticket: How to Host Private Live Streams & Virtual Events\", \"asin\": \"B085X1TQT8\", \"price\": \"$2.99\", \"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\": \"2025-04-23T01:07:28.555Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"1942148011\"\n},\n {\n \"title\": \"One Thousand Ways to Make $1000 Paperback \\u2013 October 21, 2015\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dream Big and Win: Translating Passion into Purpose and Creating a Billion-Dollar Business\", \"asin\": \"1394325886\", \"price\": \"$15.78\", \"quantity\": \"\"},\n {\"title\": \"How Countries Go Broke: The Big Cycle (Principles)\", \"asin\": \"1501124064\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"The Salt Test: How to Take an Innovative Product from Idea to Scale\", \"asin\": \"1739189027\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"How To: $10M: Sell Your Knowledge And Make Millions\", \"asin\": \"B0D262PLC8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"The Upside of Uncertainty: A Guide to Finding Possibility in the Unknown\", \"asin\": \"B099KNFYMV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"The Innovation Edge: How Large Companies Lose It and How to Get It Back\", \"asin\": \"B0DPLC7V9Q\", \"price\": \"$0.99\", \"quantity\": \"\"},\n {\"title\": \"The Unlocked Leader: Dare to Free Your Own Voice, Lead with Empathy, and Shine Your Light in the World\", \"asin\": \"1394152930\", \"price\": \"$24.09\", \"quantity\": \"\"},\n {\"title\": \"The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd\", \"asin\": \"1989025013\", \"price\": \"$10.62\", \"quantity\": \"\"},\n {\"title\": \"The Instant AI Agency: How To Cash 6 & 7 Figure Checks In The New Digital Gold Rush Without Being A Tech Nerd\", \"asin\": \"B0DDLGRKJP\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Solution Selling Blueprint: Stop Selling Products. Start Solving Problems To Create Strong, Lasting High-Ticket Partnerships.\", \"asin\": \"B0DQ5578GB\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment\", \"asin\": \"394910934X\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"The Salt Test: How to Take an Innovative Product from Idea to Scale\", \"asin\": \"1739189027\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"How To: $10M: Sell Your Knowledge And Make Millions\", \"asin\": \"B0D262PLC8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"How Countries Go Broke: The Big Cycle (Principles)\", \"asin\": \"1501124064\", \"price\": \"$24.50\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:09:36.022Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-04-23T01:09:36.022Z
|
purchase
|
1942148011
|
rule
|
2025-04-23T01:09:36.022Z
|
train
| 519 |
2025-04-23T01:09:36.022Z
|
purchase
|
1942148011
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}
],
"product_details": [
{
"asin": "1942148011"
},
{
"title": "One Thousand Ways to Make $1000 Paperback \u2013 October 21, 2015"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1 "
}
],
"promotion_items": [
{"title": "Dream Big and Win: Translating Passion into Purpose and Creating a Billion-Dollar Business", "asin": "1394325886", "price": "$15.78", "quantity": ""},
{"title": "How Countries Go Broke: The Big Cycle (Principles)", "asin": "1501124064", "price": "$24.50", "quantity": ""},
{"title": "The Salt Test: How to Take an Innovative Product from Idea to Scale", "asin": "1739189027", "price": "$14.00", "quantity": ""},
{"title": "How To: $10M: Sell Your Knowledge And Make Millions", "asin": "B0D262PLC8", "price": "$19.99", "quantity": ""},
{"title": "The Upside of Uncertainty: A Guide to Finding Possibility in the Unknown", "asin": "B099KNFYMV", "price": "$14.99", "quantity": ""},
{"title": "The Innovation Edge: How Large Companies Lose It and How to Get It Back", "asin": "B0DPLC7V9Q", "price": "$0.99", "quantity": ""},
{"title": "The Unlocked Leader: Dare to Free Your Own Voice, Lead with Empathy, and Shine Your Light in the World", "asin": "1394152930", "price": "$24.09", "quantity": ""},
{"title": "The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd", "asin": "1989025013", "price": "$10.62", "quantity": ""},
{"title": "The Instant AI Agency: How To Cash 6 & 7 Figure Checks In The New Digital Gold Rush Without Being A Tech Nerd", "asin": "B0DDLGRKJP", "price": "$26.99", "quantity": ""},
{"title": "Solution Selling Blueprint: Stop Selling Products. Start Solving Problems To Create Strong, Lasting High-Ticket Partnerships.", "asin": "B0DQ5578GB", "price": "$12.99", "quantity": ""},
{"title": "THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment", "asin": "394910934X", "price": "$14.99", "quantity": ""},
{"title": "The Salt Test: How to Take an Innovative Product from Idea to Scale", "asin": "1739189027", "price": "$14.00", "quantity": ""},
{"title": "How To: $10M: Sell Your Knowledge And Make Millions", "asin": "B0D262PLC8", "price": "$19.99", "quantity": ""},
{"title": "How Countries Go Broke: The Big Cycle (Principles)", "asin": "1501124064", "price": "$24.50", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-23T01:09:36.022Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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>1942148011</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>1942148011</answer_argument>",
"index": 519,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"1942148011\"\n},\n {\n \"title\": \"One Thousand Ways to Make $1000 Paperback \\u2013 October 21, 2015\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1 \"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Dream Big and Win: Translating Passion into Purpose and Creating a Billion-Dollar Business\", \"asin\": \"1394325886\", \"price\": \"$15.78\", \"quantity\": \"\"},\n {\"title\": \"How Countries Go Broke: The Big Cycle (Principles)\", \"asin\": \"1501124064\", \"price\": \"$24.50\", \"quantity\": \"\"},\n {\"title\": \"The Salt Test: How to Take an Innovative Product from Idea to Scale\", \"asin\": \"1739189027\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"How To: $10M: Sell Your Knowledge And Make Millions\", \"asin\": \"B0D262PLC8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"The Upside of Uncertainty: A Guide to Finding Possibility in the Unknown\", \"asin\": \"B099KNFYMV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"The Innovation Edge: How Large Companies Lose It and How to Get It Back\", \"asin\": \"B0DPLC7V9Q\", \"price\": \"$0.99\", \"quantity\": \"\"},\n {\"title\": \"The Unlocked Leader: Dare to Free Your Own Voice, Lead with Empathy, and Shine Your Light in the World\", \"asin\": \"1394152930\", \"price\": \"$24.09\", \"quantity\": \"\"},\n {\"title\": \"The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd\", \"asin\": \"1989025013\", \"price\": \"$10.62\", \"quantity\": \"\"},\n {\"title\": \"The Instant AI Agency: How To Cash 6 & 7 Figure Checks In The New Digital Gold Rush Without Being A Tech Nerd\", \"asin\": \"B0DDLGRKJP\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Solution Selling Blueprint: Stop Selling Products. Start Solving Problems To Create Strong, Lasting High-Ticket Partnerships.\", \"asin\": \"B0DQ5578GB\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"THE SWISS WEALTH CREATION: A Comprehensive Guide For a New Era of Investment\", \"asin\": \"394910934X\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"The Salt Test: How to Take an Innovative Product from Idea to Scale\", \"asin\": \"1739189027\", \"price\": \"$14.00\", \"quantity\": \"\"},\n {\"title\": \"How To: $10M: Sell Your Knowledge And Make Millions\", \"asin\": \"B0D262PLC8\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"How Countries Go Broke: The Big Cycle (Principles)\", \"asin\": \"1501124064\", \"price\": \"$24.50\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:09:36.022Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\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 \"cart_items\": [\n {\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"price\": \"$39.95\", \"quantity\": \"1\"},\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd\", \"asin\": \"1989025013\", \"price\": \"$10.62\", \"quantity\": \"\"},\n {\"title\": \"Invest Like the Best: The Low-Risk Road to High Returns\", \"asin\": \"1544518757\", \"price\": \"$18.13\", \"quantity\": \"\"},\n {\"title\": \"The Bogleheads' Guide to Investing\", \"asin\": \"1118921283\", \"price\": \"$15.59\", \"quantity\": \"\"},\n {\"title\": \"Zero Risk Startup: The Ultimate Entrepreneur's Guide to Mitigating Risks When Starting or Growing a Business\", \"asin\": \"B0D4ZMC6HL\", \"price\": \"$0.99\", \"quantity\": \"\"},\n {\"title\": \"The All-Weather Retirement Portfolio: Your Post-Retirement Investment Guide to a Worry-Free Income for Life (Worry-free Retirement)\", \"asin\": \"1950863530\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"John Bogle on Investing: The First 50 Years (Wiley Investment Classics)\", \"asin\": \"1119088364\", \"price\": \"$24.49\", \"quantity\": \"\"},\n {\"title\": \"Build a Business, Not a Job\", \"asin\": \"0692895833\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"The Early Investor: How Teens & Young Adults Can Become Wealthy (Investing Fundamentals for Wealth Creation)\", \"asin\": \"1492105007\", \"price\": \"$15.95\", \"quantity\": \"\"},\n {\"title\": \"The Bogleheads' Guide to the Three-Fund Portfolio: How a Simple Portfolio of Three Total Market Index Funds Outperforms Most Investors with Less Risk\", \"asin\": \"1119487331\", \"price\": \"$18.10\", \"quantity\": \"\"},\n {\"title\": \"Buy Back Your Time: Get Unstuck, Reclaim Your Freedom, and Build Your Empire\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)\", \"asin\": \"\", \"price\": \"$12.52\", \"quantity\": \"\"},\n {\"title\": \"Security Analysis, Seventh Edition: Principles and Techniques\", \"asin\": \"\", \"price\": \"$53.24\", \"quantity\": \"\"},\n {\"title\": \"The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)\", \"asin\": \"\", \"price\": \"$17.85\", \"quantity\": \"\"},\n {\"title\": \"The Essays of Warren Buffett: Lessons for Corporate America\", \"asin\": \"\", \"price\": \"$22.00\", \"quantity\": \"\"},\n {\"title\": \"Buffett\\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns\", \"asin\": \"\", \"price\": \"$21.30\", \"quantity\": \"\"},\n {\"title\": \"Investing for Kids: How to Save, Invest, and Grow Money\", \"asin\": \"\", \"price\": \"$6.19\", \"quantity\": \"\"},\n {\"title\": \"The Interpretation of Financial Statements\", \"asin\": \"\", \"price\": \"$18.41\", \"quantity\": \"\"},\n {\"title\": \"All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \\u2013 A Study in Simplicity and Uncommon, Common Sense\", \"asin\": \"\", \"price\": \"$40.15\", \"quantity\": \"\"},\n {\"title\": \"One Up On Wall Street: How To Use What You Already Know To Make Money In\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Poor Richard's Almanac\", \"asin\": \"\", \"price\": \"$0.99\", \"quantity\": \"\"},\n {\"title\": \"Fantastic Beasts and Where to Find Them: The Original Screenplay\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"The Essays of Warren Buffett: Lessons for Corporate America\", \"asin\": \"\", \"price\": \"$20.00\", \"quantity\": \"\"},\n {\"title\": \"Security Analysis, Seventh Edition: Principles and Techniques\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"The Little Book That Still Beats the Market (Little Books. Big Profits 29)\", \"asin\": \"\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Beating the Street\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Almanack of Naval Ravikant: A Guide to Wealth and Happiness\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Never Enough: From Barista to Billionaire\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Fantastic Beasts: The Secrets of Dumbledore \\u2013 The Complete Screenplay\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Tao of Charlie Munger: A Compilation of Quotes from Berkshire Hathaway's Vice Chairman on Life, Business, and the Pursuit of Wealth With Commentary by David Clark\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market P\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"An Architectural Approach to Level Design: Second edition\", \"asin\": \"\", \"price\": \"$53.19\", \"quantity\": \"\"},\n {\"title\": \"The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)\", \"asin\": \"\", \"price\": \"$12.52\", \"quantity\": \"\"},\n {\"title\": \"Buffett\\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns\", \"asin\": \"\", \"price\": \"$21.30\", \"quantity\": \"\"},\n {\"title\": \"Introduction to Game Systems Design (Game Design)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Security Analysis, Seventh Edition: Principles and Techniques\", \"asin\": \"\", \"price\": \"$53.24\", \"quantity\": \"\"},\n {\"title\": \"Investing for Kids: How to Save, Invest, and Grow Money\", \"asin\": \"\", \"price\": \"$6.19\", \"quantity\": \"\"},\n {\"title\": \"All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \\u2013 A Study in Simplicity and Uncommon, Common Sense\", \"asin\": \"\", \"price\": \"$40.15\", \"quantity\": \"\"},\n {\"title\": \"The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)\", \"asin\": \"\", \"price\": \"$17.85\", \"quantity\": \"\"},\n {\"title\": \"A Pattern Language: Towns, Buildings, Construction (Center for Environmental Structure Series)\", \"asin\": \"\", \"price\": \"$45.00\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:09:41.886Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-04-23T01:09:41.886Z
|
click
|
cart_side_bar
|
rule
|
2025-04-23T01:09:41.886Z
|
train
| 520 |
2025-04-23T01:09:41.886Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "price": "$39.95", "quantity": "1"},
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}
],
"promotion_items": [
{"title": "The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd", "asin": "1989025013", "price": "$10.62", "quantity": ""},
{"title": "Invest Like the Best: The Low-Risk Road to High Returns", "asin": "1544518757", "price": "$18.13", "quantity": ""},
{"title": "The Bogleheads' Guide to Investing", "asin": "1118921283", "price": "$15.59", "quantity": ""},
{"title": "Zero Risk Startup: The Ultimate Entrepreneur's Guide to Mitigating Risks When Starting or Growing a Business", "asin": "B0D4ZMC6HL", "price": "$0.99", "quantity": ""},
{"title": "The All-Weather Retirement Portfolio: Your Post-Retirement Investment Guide to a Worry-Free Income for Life (Worry-free Retirement)", "asin": "1950863530", "price": "$19.99", "quantity": ""},
{"title": "John Bogle on Investing: The First 50 Years (Wiley Investment Classics)", "asin": "1119088364", "price": "$24.49", "quantity": ""},
{"title": "Build a Business, Not a Job", "asin": "0692895833", "price": "$4.99", "quantity": ""},
{"title": "The Early Investor: How Teens & Young Adults Can Become Wealthy (Investing Fundamentals for Wealth Creation)", "asin": "1492105007", "price": "$15.95", "quantity": ""},
{"title": "The Bogleheads' Guide to the Three-Fund Portfolio: How a Simple Portfolio of Three Total Market Index Funds Outperforms Most Investors with Less Risk", "asin": "1119487331", "price": "$18.10", "quantity": ""},
{"title": "Buy Back Your Time: Get Unstuck, Reclaim Your Freedom, and Build Your Empire", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)", "asin": "", "price": "$12.52", "quantity": ""},
{"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "$53.24", "quantity": ""},
{"title": "The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)", "asin": "", "price": "$17.85", "quantity": ""},
{"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "", "price": "$22.00", "quantity": ""},
{"title": "Buffett\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns", "asin": "", "price": "$21.30", "quantity": ""},
{"title": "Investing for Kids: How to Save, Invest, and Grow Money", "asin": "", "price": "$6.19", "quantity": ""},
{"title": "The Interpretation of Financial Statements", "asin": "", "price": "$18.41", "quantity": ""},
{"title": "All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \u2013 A Study in Simplicity and Uncommon, Common Sense", "asin": "", "price": "$40.15", "quantity": ""},
{"title": "One Up On Wall Street: How To Use What You Already Know To Make Money In", "asin": "", "price": "$13.99", "quantity": ""},
{"title": "Poor Richard's Almanac", "asin": "", "price": "$0.99", "quantity": ""},
{"title": "Fantastic Beasts and Where to Find Them: The Original Screenplay", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "", "price": "$20.00", "quantity": ""},
{"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "The Little Book That Still Beats the Market (Little Books. Big Profits 29)", "asin": "", "price": "$17.00", "quantity": ""},
{"title": "The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy", "asin": "", "price": "", "quantity": ""},
{"title": "Beating the Street", "asin": "", "price": "", "quantity": ""},
{"title": "The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)", "asin": "", "price": "", "quantity": ""},
{"title": "The Almanack of Naval Ravikant: A Guide to Wealth and Happiness", "asin": "", "price": "", "quantity": ""},
{"title": "Never Enough: From Barista to Billionaire", "asin": "", "price": "", "quantity": ""},
{"title": "Fantastic Beasts: The Secrets of Dumbledore \u2013 The Complete Screenplay", "asin": "", "price": "", "quantity": ""},
{"title": "Tao of Charlie Munger: A Compilation of Quotes from Berkshire Hathaway's Vice Chairman on Life, Business, and the Pursuit of Wealth With Commentary by David Clark", "asin": "", "price": "", "quantity": ""},
{"title": "You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market P", "asin": "", "price": "", "quantity": ""},
{"title": "An Architectural Approach to Level Design: Second edition", "asin": "", "price": "$53.19", "quantity": ""},
{"title": "The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)", "asin": "", "price": "$12.52", "quantity": ""},
{"title": "Buffett\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns", "asin": "", "price": "$21.30", "quantity": ""},
{"title": "Introduction to Game Systems Design (Game Design)", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Security Analysis, Seventh Edition: Principles and Techniques", "asin": "", "price": "$53.24", "quantity": ""},
{"title": "Investing for Kids: How to Save, Invest, and Grow Money", "asin": "", "price": "$6.19", "quantity": ""},
{"title": "All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \u2013 A Study in Simplicity and Uncommon, Common Sense", "asin": "", "price": "$40.15", "quantity": ""},
{"title": "The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)", "asin": "", "price": "$17.85", "quantity": ""},
{"title": "A Pattern Language: Towns, Buildings, Construction (Center for Environmental Structure Series)", "asin": "", "price": "$45.00", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-23T01:09:41.886Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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>cart_side_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"index": 520,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\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 \"cart_items\": [\n {\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"price\": \"$39.95\", \"quantity\": \"1\"},\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"The 1-Page Marketing Plan: Get New Customers, Make More Money, And Stand out From The Crowd\", \"asin\": \"1989025013\", \"price\": \"$10.62\", \"quantity\": \"\"},\n {\"title\": \"Invest Like the Best: The Low-Risk Road to High Returns\", \"asin\": \"1544518757\", \"price\": \"$18.13\", \"quantity\": \"\"},\n {\"title\": \"The Bogleheads' Guide to Investing\", \"asin\": \"1118921283\", \"price\": \"$15.59\", \"quantity\": \"\"},\n {\"title\": \"Zero Risk Startup: The Ultimate Entrepreneur's Guide to Mitigating Risks When Starting or Growing a Business\", \"asin\": \"B0D4ZMC6HL\", \"price\": \"$0.99\", \"quantity\": \"\"},\n {\"title\": \"The All-Weather Retirement Portfolio: Your Post-Retirement Investment Guide to a Worry-Free Income for Life (Worry-free Retirement)\", \"asin\": \"1950863530\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"John Bogle on Investing: The First 50 Years (Wiley Investment Classics)\", \"asin\": \"1119088364\", \"price\": \"$24.49\", \"quantity\": \"\"},\n {\"title\": \"Build a Business, Not a Job\", \"asin\": \"0692895833\", \"price\": \"$4.99\", \"quantity\": \"\"},\n {\"title\": \"The Early Investor: How Teens & Young Adults Can Become Wealthy (Investing Fundamentals for Wealth Creation)\", \"asin\": \"1492105007\", \"price\": \"$15.95\", \"quantity\": \"\"},\n {\"title\": \"The Bogleheads' Guide to the Three-Fund Portfolio: How a Simple Portfolio of Three Total Market Index Funds Outperforms Most Investors with Less Risk\", \"asin\": \"1119487331\", \"price\": \"$18.10\", \"quantity\": \"\"},\n {\"title\": \"Buy Back Your Time: Get Unstuck, Reclaim Your Freedom, and Build Your Empire\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)\", \"asin\": \"\", \"price\": \"$12.52\", \"quantity\": \"\"},\n {\"title\": \"Security Analysis, Seventh Edition: Principles and Techniques\", \"asin\": \"\", \"price\": \"$53.24\", \"quantity\": \"\"},\n {\"title\": \"The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)\", \"asin\": \"\", \"price\": \"$17.85\", \"quantity\": \"\"},\n {\"title\": \"The Essays of Warren Buffett: Lessons for Corporate America\", \"asin\": \"\", \"price\": \"$22.00\", \"quantity\": \"\"},\n {\"title\": \"Buffett\\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns\", \"asin\": \"\", \"price\": \"$21.30\", \"quantity\": \"\"},\n {\"title\": \"Investing for Kids: How to Save, Invest, and Grow Money\", \"asin\": \"\", \"price\": \"$6.19\", \"quantity\": \"\"},\n {\"title\": \"The Interpretation of Financial Statements\", \"asin\": \"\", \"price\": \"$18.41\", \"quantity\": \"\"},\n {\"title\": \"All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \\u2013 A Study in Simplicity and Uncommon, Common Sense\", \"asin\": \"\", \"price\": \"$40.15\", \"quantity\": \"\"},\n {\"title\": \"One Up On Wall Street: How To Use What You Already Know To Make Money In\", \"asin\": \"\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Poor Richard's Almanac\", \"asin\": \"\", \"price\": \"$0.99\", \"quantity\": \"\"},\n {\"title\": \"Fantastic Beasts and Where to Find Them: The Original Screenplay\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"The Essays of Warren Buffett: Lessons for Corporate America\", \"asin\": \"\", \"price\": \"$20.00\", \"quantity\": \"\"},\n {\"title\": \"Security Analysis, Seventh Edition: Principles and Techniques\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"The Little Book That Still Beats the Market (Little Books. Big Profits 29)\", \"asin\": \"\", \"price\": \"$17.00\", \"quantity\": \"\"},\n {\"title\": \"The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Beating the Street\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Most Important Thing: Uncommon Sense for the Thoughtful Investor (Columbia Business School Publishing)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Almanack of Naval Ravikant: A Guide to Wealth and Happiness\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Never Enough: From Barista to Billionaire\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Fantastic Beasts: The Secrets of Dumbledore \\u2013 The Complete Screenplay\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Tao of Charlie Munger: A Compilation of Quotes from Berkshire Hathaway's Vice Chairman on Life, Business, and the Pursuit of Wealth With Commentary by David Clark\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"You Can Be a Stock Market Genius: Uncover the Secret Hiding Places of Stock Market P\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"An Architectural Approach to Level Design: Second edition\", \"asin\": \"\", \"price\": \"$53.19\", \"quantity\": \"\"},\n {\"title\": \"The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)\", \"asin\": \"\", \"price\": \"$12.52\", \"quantity\": \"\"},\n {\"title\": \"Buffett\\u2019s 2-Step Stock Market Strategy: Know When to Buy A Stock, Become a Millionaire, Get The Highest Returns\", \"asin\": \"\", \"price\": \"$21.30\", \"quantity\": \"\"},\n {\"title\": \"Introduction to Game Systems Design (Game Design)\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Security Analysis, Seventh Edition: Principles and Techniques\", \"asin\": \"\", \"price\": \"$53.24\", \"quantity\": \"\"},\n {\"title\": \"Investing for Kids: How to Save, Invest, and Grow Money\", \"asin\": \"\", \"price\": \"$6.19\", \"quantity\": \"\"},\n {\"title\": \"All I Want To Know Is Where I'm Going To Die So I'll Never Go There: Buffett & Munger \\u2013 A Study in Simplicity and Uncommon, Common Sense\", \"asin\": \"\", \"price\": \"$40.15\", \"quantity\": \"\"},\n {\"title\": \"The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)\", \"asin\": \"\", \"price\": \"$17.85\", \"quantity\": \"\"},\n {\"title\": \"A Pattern Language: Towns, Buildings, Construction (Center for Environmental Structure Series)\", \"asin\": \"\", \"price\": \"$45.00\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:09:41.886Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"price\": \"$39.95\", \"quantity\": \"1\"},\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"0367367726\"\n},\n {\n \"title\": \"Pattern Language for Game Design\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot\", \"asin\": \"B0DCZG1V55\", \"price\": \"$38.02\", \"quantity\": \"\"},\n {\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n {\"title\": \"Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine\", \"asin\": \"1804616982\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition\", \"asin\": \"1803245158\", \"price\": \"$40.09\", \"quantity\": \"\"},\n {\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"},\n {\"title\": \"Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)\", \"asin\": \"B0DJKQ5TTX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance\", \"asin\": \"1838826076\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games\", \"asin\": \"1804613932\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Causal AI\", \"asin\": \"1633439917\", \"price\": \"$53.04\", \"quantity\": \"\"},\n {\"title\": \"AI-Powered Search\", \"asin\": \"161729697X\", \"price\": \"$57.12\", \"quantity\": \"\"},\n {\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n {\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:09:55.403Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-23T01:09:55.403Z
|
click
|
quantity
|
rule
|
2025-04-23T01:09:55.403Z
|
train
| 521 |
2025-04-23T01:09:55.403Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "price": "$39.95", "quantity": "1"},
{"title": "Pattern Language for Game Design", "asin": "0367367726", "price": "$55.99", "quantity": "1"}
],
"product_details": [
{
"asin": "0367367726"
},
{
"title": "Pattern Language for Game Design"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot", "asin": "B0DCZG1V55", "price": "$38.02", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine", "asin": "1804616982", "price": "$32.00", "quantity": ""},
{"title": "Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition", "asin": "1803245158", "price": "$40.09", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""},
{"title": "Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)", "asin": "B0DJKQ5TTX", "price": "$13.99", "quantity": ""},
{"title": "Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance", "asin": "1838826076", "price": "$43.13", "quantity": ""},
{"title": "Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games", "asin": "1804613932", "price": "$34.99", "quantity": ""},
{"title": "Causal AI", "asin": "1633439917", "price": "$53.04", "quantity": ""},
{"title": "AI-Powered Search", "asin": "161729697X", "price": "$57.12", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-23T01:09:55.403Z", // the timestamp when this action occurs
"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>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 521,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"price\": \"$39.95\", \"quantity\": \"1\"},\n {\"title\": \"Pattern Language for Game Design\", \"asin\": \"0367367726\", \"price\": \"$55.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"0367367726\"\n},\n {\n \"title\": \"Pattern Language for Game Design\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot\", \"asin\": \"B0DCZG1V55\", \"price\": \"$38.02\", \"quantity\": \"\"},\n {\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n {\"title\": \"Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine\", \"asin\": \"1804616982\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition\", \"asin\": \"1803245158\", \"price\": \"$40.09\", \"quantity\": \"\"},\n {\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"},\n {\"title\": \"Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)\", \"asin\": \"B0DJKQ5TTX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance\", \"asin\": \"1838826076\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games\", \"asin\": \"1804613932\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Causal AI\", \"asin\": \"1633439917\", \"price\": \"$53.04\", \"quantity\": \"\"},\n {\"title\": \"AI-Powered Search\", \"asin\": \"161729697X\", \"price\": \"$57.12\", \"quantity\": \"\"},\n {\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n {\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:09:55.403Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"price\": \"$39.95\", \"quantity\": \"1\"},\n {\"asin\": \"0367367726\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"0367367726\"\n},\n {\n \"title\": \"Pattern Language for Game Design\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot\", \"asin\": \"B0DCZG1V55\", \"price\": \"$38.02\", \"quantity\": \"\"},\n {\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n {\"title\": \"Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine\", \"asin\": \"1804616982\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition\", \"asin\": \"1803245158\", \"price\": \"$40.09\", \"quantity\": \"\"},\n {\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"},\n {\"title\": \"Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)\", \"asin\": \"B0DJKQ5TTX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance\", \"asin\": \"1838826076\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games\", \"asin\": \"1804613932\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Causal AI\", \"asin\": \"1633439917\", \"price\": \"$53.04\", \"quantity\": \"\"},\n {\"title\": \"AI-Powered Search\", \"asin\": \"161729697X\", \"price\": \"$57.12\", \"quantity\": \"\"},\n {\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n {\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:10:02.577Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-04-23T01:10:02.577Z
|
click
|
cart_side_bar
|
rule
|
2025-04-23T01:10:02.577Z
|
train
| 522 |
2025-04-23T01:10:02.577Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "price": "$39.95", "quantity": "1"},
{"asin": "0367367726"}
],
"product_details": [
{
"asin": "0367367726"
},
{
"title": "Pattern Language for Game Design"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot", "asin": "B0DCZG1V55", "price": "$38.02", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine", "asin": "1804616982", "price": "$32.00", "quantity": ""},
{"title": "Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition", "asin": "1803245158", "price": "$40.09", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""},
{"title": "Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)", "asin": "B0DJKQ5TTX", "price": "$13.99", "quantity": ""},
{"title": "Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance", "asin": "1838826076", "price": "$43.13", "quantity": ""},
{"title": "Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games", "asin": "1804613932", "price": "$34.99", "quantity": ""},
{"title": "Causal AI", "asin": "1633439917", "price": "$53.04", "quantity": ""},
{"title": "AI-Powered Search", "asin": "161729697X", "price": "$57.12", "quantity": ""},
{"title": "The Art of Game Design: A Book of Lenses, Third Edition", "asin": "1138632058", "price": "$55.19", "quantity": ""},
{"title": "Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#", "asin": "180512028X", "price": "$43.13", "quantity": ""},
{"title": "Beginning C++ Game Programming: Learn C++ from scratch by building fun games", "asin": "1835081746", "price": "$35.61", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-23T01:10:02.577Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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>cart_side_bar</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>cart_side_bar</answer_argument>",
"index": 522,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"price\": \"$39.95\", \"quantity\": \"1\"},\n {\"asin\": \"0367367726\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"0367367726\"\n},\n {\n \"title\": \"Pattern Language for Game Design\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Game Development Patterns with Godot 4: Create resilient game systems using industry-proven solutions in Godot\", \"asin\": \"B0DCZG1V55\", \"price\": \"$38.02\", \"quantity\": \"\"},\n {\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n {\"title\": \"Learning GDScript by Developing a Game with Godot 4: A fun introduction to programming in GDScript 2.0 and game development using the Godot Engine\", \"asin\": \"1804616982\", \"price\": \"$32.00\", \"quantity\": \"\"},\n {\"title\": \"Practical Game Design: A modern and comprehensive guide to video game design, 2nd Edition\", \"asin\": \"1803245158\", \"price\": \"$40.09\", \"quantity\": \"\"},\n {\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"},\n {\"title\": \"Adam in Wales - Playtesting: A Practical Guide for Board Game Designers (Adam In Wales - Board Game Design)\", \"asin\": \"B0DJKQ5TTX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Godot 4 Game Development Cookbook: Over 50 solid recipes for building high-quality 2D and 3D games with improved performance\", \"asin\": \"1838826076\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Unreal Engine 5 Game Development with C++ Scripting: Become a professional game developer and create fully functional, high-quality games\", \"asin\": \"1804613932\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"Causal AI\", \"asin\": \"1633439917\", \"price\": \"$53.04\", \"quantity\": \"\"},\n {\"title\": \"AI-Powered Search\", \"asin\": \"161729697X\", \"price\": \"$57.12\", \"quantity\": \"\"},\n {\"title\": \"The Art of Game Design: A Book of Lenses, Third Edition\", \"asin\": \"1138632058\", \"price\": \"$55.19\", \"quantity\": \"\"},\n {\"title\": \"Learning Design Patterns with Unity: Learn the secret of popular design patterns while building fun, efficient games in Unity 2023 and C#\", \"asin\": \"180512028X\", \"price\": \"$43.13\", \"quantity\": \"\"},\n {\"title\": \"Beginning C++ Game Programming: Learn C++ from scratch by building fun games\", \"asin\": \"1835081746\", \"price\": \"$35.61\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:10:02.577Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)\", \"asin\": \"1119404509\", \"price\": \"$12.52\", \"quantity\": \"\"},\n {\"title\": \"Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones\", \"asin\": \"0735211299\", \"price\": \"$14.49\", \"quantity\": \"\"},\n {\"title\": \"The Psychology of Money: Timeless lessons on wealth, greed, and happiness\", \"asin\": \"0857197681\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)\", \"asin\": \"139423984X\", \"price\": \"$17.85\", \"quantity\": \"\"},\n {\"title\": \"The Essays of Warren Buffett: Lessons for Corporate America\", \"asin\": \"0966446143\", \"price\": \"$22.00\", \"quantity\": \"\"},\n {\"title\": \"The Interpretation of Financial Statements\", \"asin\": \"0887309135\", \"price\": \"$18.41\", \"quantity\": \"\"},\n {\"title\": \"The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy\", \"asin\": \"0471392642\", \"price\": \"$13.68\", \"quantity\": \"\"},\n {\"title\": \"The Snowball: Warren Buffett and the Business of Life\", \"asin\": \"0553384619\", \"price\": \"$14.73\", \"quantity\": \"\"},\n {\"title\": \"Mediated Learning and Cognitive Modifiability (Social Interaction in Learning and Development)\", \"asin\": \"3030756947\", \"price\": \"$100.71\", \"quantity\": \"\"},\n {\"title\": \"The Anatomy of Fascism\", \"asin\": \"1400033918\", \"price\": \"$15.85\", \"quantity\": \"\"},\n {\"title\": \"Metalearning: Applications to Data Mining (Cognitive Technologies)\", \"asin\": \"3540732624\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"Gaming the Metrics: Misconduct and Manipulation in Academic Research (Infrastructures)\", \"asin\": \"0262537931\", \"price\": \"$36.86\", \"quantity\": \"\"},\n {\"title\": \"Paw Patrol: Sea Patrol to the Rescue\", \"asin\": \"1912707101\", \"price\": \"$30.96\", \"quantity\": \"\"},\n {\"title\": \"Impossible Engineering: Technology and Territoriality on the Canal du Midi (Princeton Studies in Cultural Sociology)\", \"asin\": \"069116665X\", \"price\": \"$28.95\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"delivery\": \"FREE delivery Fri, May 2\", \"quantity\": \"1\", \"selected\": true, \"options\": []}\n ],\n \"saved_items\": [\n {\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n {\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n {\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n {\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n {\"asin\": \"0062506048\", \"options\": []},\n {\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$29.99\", \"options\": []},\n {\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"price\": \"$22.50\", \"options\": []},\n {\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n {\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$18.89\", \"options\": []},\n {\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n {\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$103.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:10:08.141Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-23T01:10:08.141Z
|
purchase
|
1942148011
|
rule
|
2025-04-23T01:10:08.141Z
|
train
| 523 |
2025-04-23T01:10:08.141Z
|
purchase
|
1942148011
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)", "asin": "1119404509", "price": "$12.52", "quantity": ""},
{"title": "Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones", "asin": "0735211299", "price": "$14.49", "quantity": ""},
{"title": "The Psychology of Money: Timeless lessons on wealth, greed, and happiness", "asin": "0857197681", "price": "$10.99", "quantity": ""},
{"title": "The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)", "asin": "139423984X", "price": "$17.85", "quantity": ""},
{"title": "The Essays of Warren Buffett: Lessons for Corporate America", "asin": "0966446143", "price": "$22.00", "quantity": ""},
{"title": "The Interpretation of Financial Statements", "asin": "0887309135", "price": "$18.41", "quantity": ""},
{"title": "The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy", "asin": "0471392642", "price": "$13.68", "quantity": ""},
{"title": "The Snowball: Warren Buffett and the Business of Life", "asin": "0553384619", "price": "$14.73", "quantity": ""},
{"title": "Mediated Learning and Cognitive Modifiability (Social Interaction in Learning and Development)", "asin": "3030756947", "price": "$100.71", "quantity": ""},
{"title": "The Anatomy of Fascism", "asin": "1400033918", "price": "$15.85", "quantity": ""},
{"title": "Metalearning: Applications to Data Mining (Cognitive Technologies)", "asin": "3540732624", "price": "$54.99", "quantity": ""},
{"title": "Gaming the Metrics: Misconduct and Manipulation in Academic Research (Infrastructures)", "asin": "0262537931", "price": "$36.86", "quantity": ""},
{"title": "Paw Patrol: Sea Patrol to the Rescue", "asin": "1912707101", "price": "$30.96", "quantity": ""},
{"title": "Impossible Engineering: Technology and Territoriality on the Canal du Midi (Princeton Studies in Cultural Sociology)", "asin": "069116665X", "price": "$28.95", "quantity": ""}
],
"active_items": [
{"title": "One Thousand Ways to Make $1000", "asin": "1942148011", "delivery": "FREE delivery Fri, May 2", "quantity": "1", "selected": true, "options": []}
],
"saved_items": [
{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$29.99", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "price": "$22.50", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.89", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-23T01:10:08.141Z", // the timestamp when this action occurs
"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>1942148011</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>1942148011</answer_argument>",
"index": 523,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"The Little Book of Common Sense Investing: The Only Way to Guarantee Your Fair Share of Stock Market Returns (Little Books, Big Profits)\", \"asin\": \"1119404509\", \"price\": \"$12.52\", \"quantity\": \"\"},\n {\"title\": \"Atomic Habits: An Easy & Proven Way to Build Good Habits & Break Bad Ones\", \"asin\": \"0735211299\", \"price\": \"$14.49\", \"quantity\": \"\"},\n {\"title\": \"The Psychology of Money: Timeless lessons on wealth, greed, and happiness\", \"asin\": \"0857197681\", \"price\": \"$10.99\", \"quantity\": \"\"},\n {\"title\": \"The Warren Buffett Way, 30th Anniversary Edition (Wiley Investment Classics)\", \"asin\": \"139423984X\", \"price\": \"$17.85\", \"quantity\": \"\"},\n {\"title\": \"The Essays of Warren Buffett: Lessons for Corporate America\", \"asin\": \"0966446143\", \"price\": \"$22.00\", \"quantity\": \"\"},\n {\"title\": \"The Interpretation of Financial Statements\", \"asin\": \"0887309135\", \"price\": \"$18.41\", \"quantity\": \"\"},\n {\"title\": \"The Warren Buffett Portfolio: Mastering the Power of the Focus Investment Strategy\", \"asin\": \"0471392642\", \"price\": \"$13.68\", \"quantity\": \"\"},\n {\"title\": \"The Snowball: Warren Buffett and the Business of Life\", \"asin\": \"0553384619\", \"price\": \"$14.73\", \"quantity\": \"\"},\n {\"title\": \"Mediated Learning and Cognitive Modifiability (Social Interaction in Learning and Development)\", \"asin\": \"3030756947\", \"price\": \"$100.71\", \"quantity\": \"\"},\n {\"title\": \"The Anatomy of Fascism\", \"asin\": \"1400033918\", \"price\": \"$15.85\", \"quantity\": \"\"},\n {\"title\": \"Metalearning: Applications to Data Mining (Cognitive Technologies)\", \"asin\": \"3540732624\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"Gaming the Metrics: Misconduct and Manipulation in Academic Research (Infrastructures)\", \"asin\": \"0262537931\", \"price\": \"$36.86\", \"quantity\": \"\"},\n {\"title\": \"Paw Patrol: Sea Patrol to the Rescue\", \"asin\": \"1912707101\", \"price\": \"$30.96\", \"quantity\": \"\"},\n {\"title\": \"Impossible Engineering: Technology and Territoriality on the Canal du Midi (Princeton Studies in Cultural Sociology)\", \"asin\": \"069116665X\", \"price\": \"$28.95\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"One Thousand Ways to Make $1000\", \"asin\": \"1942148011\", \"delivery\": \"FREE delivery Fri, May 2\", \"quantity\": \"1\", \"selected\": true, \"options\": []}\n ],\n \"saved_items\": [\n {\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n {\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n {\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n {\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n {\"asin\": \"0062506048\", \"options\": []},\n {\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$29.99\", \"options\": []},\n {\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"price\": \"$22.50\", \"options\": []},\n {\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n {\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$18.89\", \"options\": []},\n {\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n {\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$103.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-23T01:10:08.141Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\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\": \"new commute speed space and chill\"\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\": \"2025-04-24T02:37:15.269Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-24T02:37:15.269Z
|
input
|
new commute speed space and chill
|
rule
|
2025-04-24T02:37:15.269Z
|
train
| 524 |
2025-04-24T02:37:15.269Z
|
input
|
new commute speed space and chill
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
<|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": "new commute speed space and chill"
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-24T02:37:15.269Z", // the timestamp when this action occurs
"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>new commute speed space and chill</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>new commute speed space and chill</answer_argument>",
"index": 524,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\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\": \"new commute speed space and chill\"\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\": \"2025-04-24T02:37:15.269Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\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\": \"2025-05-01T15:25:39.717Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-01T15:25:39.717Z
|
click
|
other
|
rule
|
2025-05-01T15:25:39.717Z
|
train
| 525 |
2025-05-01T15:25:39.717Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|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": "2025-05-01T15:25:39.717Z", // the timestamp when this action occurs
"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": 525,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\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\": \"2025-05-01T15:25:39.717Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:30:26.213Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-01T15:30:26.213Z
|
click
|
nav_bar
|
rule
|
2025-05-01T15:30:26.213Z
|
train
| 526 |
2025-05-01T15:30:26.213Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-01T15:30:26.213Z", // the timestamp when this action occurs
"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": 526,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:30:26.213Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"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\": \"Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O\", \"asin\": \"B0837LH4SL\", \"price\": \"$5.90\", \"quantity\": \"\"},\n {\"title\": \"VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex\", \"asin\": \"B07HBL83B4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat\", \"asin\": \"B08VF11YJC\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each\", \"asin\": \"B001U2NLIA\", \"price\": \"$5.39\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat\", \"asin\": \"B097NQMVT2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants\", \"asin\": \"B00FT747Y4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey\", \"asin\": \"B08YYVRXLM\", \"price\": \"$38.24\", \"quantity\": \"\"},\n {\"title\": \"COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear\", \"asin\": \"/promo/A36IA361L5CJ4X\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)\", \"asin\": \"B07N1G7179\", \"price\": \"$6.78\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle\", \"asin\": \"B08WQ2NRMV\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)\", \"asin\": \"B0BD4JCHC4\", \"price\": \"$19.96\", \"quantity\": \"\"},\n {\"title\": \"NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection\", \"asin\": \"/promo/A2VI5RS42B4132\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\\\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS\", \"asin\": \"B01FLPQNCW\", \"price\": \"$13.08\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Ever Ready First Aid 143200 Dual Head Stethoscope, Black\", \"asin\": \"B00HW8EEOG\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black\"}]},\n {\"title\": \"Mini Doppler, Detect and Display Fetal Heart Rate for Home Use\", \"asin\": \"B0DJ8ZD8VY\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 2 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}\n ],\n \"saved_items\": [\n {\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n {\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n {\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n {\"asin\": \"B0CKV7B49Z\", \"options\": []},\n {\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n {\"asin\": \"0062506048\", \"options\": []},\n {\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$31.00\", \"options\": []},\n {\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"options\": []},\n {\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n {\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$18.71\", \"options\": []},\n {\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n {\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$103.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:30:30.549Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-01T15:30:30.549Z
|
click
|
quantity
|
rule
|
2025-05-01T15:30:30.549Z
|
train
| 527 |
2025-05-01T15:30:30.549Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "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": "Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O", "asin": "B0837LH4SL", "price": "$5.90", "quantity": ""},
{"title": "VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex", "asin": "B07HBL83B4", "price": "$12.99", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat", "asin": "B08VF11YJC", "price": "$13.99", "quantity": ""},
{"title": "Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each", "asin": "B001U2NLIA", "price": "$5.39", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat", "asin": "B097NQMVT2", "price": "$12.99", "quantity": ""},
{"title": "Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants", "asin": "B00FT747Y4", "price": "$24.99", "quantity": ""},
{"title": "Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey", "asin": "B08YYVRXLM", "price": "$38.24", "quantity": ""},
{"title": "COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear", "asin": "/promo/A36IA361L5CJ4X", "price": "$24.99", "quantity": ""},
{"title": "CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)", "asin": "B07N1G7179", "price": "$6.78", "quantity": ""},
{"title": "Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle", "asin": "B08WQ2NRMV", "price": "$7.49", "quantity": ""},
{"title": "KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)", "asin": "B0BD4JCHC4", "price": "$19.96", "quantity": ""},
{"title": "NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection", "asin": "/promo/A2VI5RS42B4132", "price": "$54.99", "quantity": ""},
{"title": "OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS", "asin": "B01FLPQNCW", "price": "$13.08", "quantity": ""}
],
"active_items": [
{"title": "Ever Ready First Aid 143200 Dual Head Stethoscope, Black", "asin": "B00HW8EEOG", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items", "quantity": "1", "selected": true, "options": [{"Color": "Black"}]},
{"title": "Mini Doppler, Detect and Display Fetal Heart Rate for Home Use", "asin": "B0DJ8ZD8VY", "delivery": "One-Day FREE delivery Tomorrow, May 2 FREE Returns", "quantity": "1", "selected": true, "options": []}
],
"saved_items": [
{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"asin": "B0CKV7B49Z", "options": []},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$31.00", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.71", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-01T15:30:30.549Z", // the timestamp when this action occurs
"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>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 527,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"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\": \"Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O\", \"asin\": \"B0837LH4SL\", \"price\": \"$5.90\", \"quantity\": \"\"},\n {\"title\": \"VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex\", \"asin\": \"B07HBL83B4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat\", \"asin\": \"B08VF11YJC\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each\", \"asin\": \"B001U2NLIA\", \"price\": \"$5.39\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat\", \"asin\": \"B097NQMVT2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants\", \"asin\": \"B00FT747Y4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey\", \"asin\": \"B08YYVRXLM\", \"price\": \"$38.24\", \"quantity\": \"\"},\n {\"title\": \"COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear\", \"asin\": \"/promo/A36IA361L5CJ4X\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)\", \"asin\": \"B07N1G7179\", \"price\": \"$6.78\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle\", \"asin\": \"B08WQ2NRMV\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)\", \"asin\": \"B0BD4JCHC4\", \"price\": \"$19.96\", \"quantity\": \"\"},\n {\"title\": \"NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection\", \"asin\": \"/promo/A2VI5RS42B4132\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\\\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS\", \"asin\": \"B01FLPQNCW\", \"price\": \"$13.08\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Ever Ready First Aid 143200 Dual Head Stethoscope, Black\", \"asin\": \"B00HW8EEOG\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black\"}]},\n {\"title\": \"Mini Doppler, Detect and Display Fetal Heart Rate for Home Use\", \"asin\": \"B0DJ8ZD8VY\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 2 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}\n ],\n \"saved_items\": [\n {\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n {\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n {\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n {\"asin\": \"B0CKV7B49Z\", \"options\": []},\n {\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n {\"asin\": \"0062506048\", \"options\": []},\n {\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$31.00\", \"options\": []},\n {\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"options\": []},\n {\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n {\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$18.71\", \"options\": []},\n {\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n {\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$103.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:30:30.549Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O\", \"asin\": \"B0837LH4SL\", \"price\": \"$5.90\", \"quantity\": \"\"},\n {\"title\": \"VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex\", \"asin\": \"B07HBL83B4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat\", \"asin\": \"B08VF11YJC\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each\", \"asin\": \"B001U2NLIA\", \"price\": \"$5.39\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat\", \"asin\": \"B097NQMVT2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants\", \"asin\": \"B00FT747Y4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey\", \"asin\": \"B08YYVRXLM\", \"price\": \"$38.24\", \"quantity\": \"\"},\n {\"title\": \"COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear\", \"asin\": \"/promo/A36IA361L5CJ4X\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)\", \"asin\": \"B07N1G7179\", \"price\": \"$6.78\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle\", \"asin\": \"B08WQ2NRMV\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)\", \"asin\": \"B0BD4JCHC4\", \"price\": \"$19.96\", \"quantity\": \"\"},\n {\"title\": \"NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection\", \"asin\": \"/promo/A2VI5RS42B4132\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\\\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS\", \"asin\": \"B01FLPQNCW\", \"price\": \"$13.08\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Mini Doppler, Detect and Display Fetal Heart Rate for Home Use\", \"asin\": \"B0DJ8ZD8VY\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 2 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}\n ],\n \"saved_items\": [\n {\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n {\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n {\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n {\"asin\": \"B0CKV7B49Z\", \"options\": []},\n {\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n {\"asin\": \"0062506048\", \"options\": []},\n {\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$31.00\", \"options\": []},\n {\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"options\": []},\n {\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n {\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$18.71\", \"options\": []},\n {\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n {\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$103.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:30:32.095Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-01T15:30:32.095Z
|
click
|
quantity
|
rule
|
2025-05-01T15:30:32.095Z
|
train
| 528 |
2025-05-01T15:30:32.095Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"promotion_items": [
{"title": "Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O", "asin": "B0837LH4SL", "price": "$5.90", "quantity": ""},
{"title": "VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex", "asin": "B07HBL83B4", "price": "$12.99", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat", "asin": "B08VF11YJC", "price": "$13.99", "quantity": ""},
{"title": "Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each", "asin": "B001U2NLIA", "price": "$5.39", "quantity": ""},
{"title": "NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat", "asin": "B097NQMVT2", "price": "$12.99", "quantity": ""},
{"title": "Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants", "asin": "B00FT747Y4", "price": "$24.99", "quantity": ""},
{"title": "Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey", "asin": "B08YYVRXLM", "price": "$38.24", "quantity": ""},
{"title": "COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear", "asin": "/promo/A36IA361L5CJ4X", "price": "$24.99", "quantity": ""},
{"title": "CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)", "asin": "B07N1G7179", "price": "$6.78", "quantity": ""},
{"title": "Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle", "asin": "B08WQ2NRMV", "price": "$7.49", "quantity": ""},
{"title": "KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)", "asin": "B0BD4JCHC4", "price": "$19.96", "quantity": ""},
{"title": "NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection", "asin": "/promo/A2VI5RS42B4132", "price": "$54.99", "quantity": ""},
{"title": "OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS", "asin": "B01FLPQNCW", "price": "$13.08", "quantity": ""}
],
"active_items": [
{"title": "Mini Doppler, Detect and Display Fetal Heart Rate for Home Use", "asin": "B0DJ8ZD8VY", "delivery": "One-Day FREE delivery Tomorrow, May 2 FREE Returns", "quantity": "1", "selected": true, "options": []}
],
"saved_items": [
{"title": "Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count", "asin": "B01NGTV4J5", "options": []},
{"title": "Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon", "asin": "B019W8CNBO", "options": [{"Size": "128 Fl Oz (Pack of 1)"}]},
{"title": "Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls", "asin": "B0CKV7B49Z", "options": [{"Size": "244 sheet (Pack of 9)"}]},
{"asin": "B0CKV7B49Z", "options": []},
{"title": "Facing Love Addiction: Giving Yourself the Power to Change the Way You Love", "asin": "0062506048", "options": []},
{"asin": "0062506048", "options": []},
{"title": "The Myth of Sisyphus and Other Essays", "asin": "0679733736", "price": "$31.00", "options": []},
{"title": "Design for a Better World: Meaningful, Sustainable, Humanity Centered", "asin": "0262047950", "options": []},
{"title": "Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\u201d Split-Flap Display - Smart Messaging Display", "asin": "B0BJ4R84Q3", "options": []},
{"title": "The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most", "asin": "0525575685", "price": "$18.71", "options": []},
{"title": "Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6", "asin": "B0064YRHN4", "options": []},
{"title": "Greenworks 24V 12\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included", "asin": "B0BF9YFL2X", "price": "$103.99", "options": [{"Size": "NEW 12\" Trimmer (2.0Ah)"}]}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-01T15:30:32.095Z", // the timestamp when this action occurs
"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>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 528,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Aquasonic Aquasonic 100 Ultrasonic Gel, 250ml (8.5 Oz) Dispenser - Each, 8.45 Fl O\", \"asin\": \"B0837LH4SL\", \"price\": \"$5.90\", \"quantity\": \"\"},\n {\"title\": \"VOGRYE Professional Lab Coat for Women Men Long Sleeve, White, Unisex\", \"asin\": \"B07HBL83B4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Professional Lab Coat for Men Long Sleeve Medical Coat\", \"asin\": \"B08VF11YJC\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Parker Labs Aquasonic Clear Ultrasound Gel, 60g Tube, Each\", \"asin\": \"B001U2NLIA\", \"price\": \"$5.39\", \"quantity\": \"\"},\n {\"title\": \"NY Threads Professional Lab Coat for Women, Long Sleeve Medical Coat\", \"asin\": \"B097NQMVT2\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Dagacci Scrubs Medical Uniform Women and Man Scrubs Set Medical Scrubs Top and Pants\", \"asin\": \"B00FT747Y4\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Pregnancy Pillows for Sleeping, U Shaped Full Body Maternity Pillow with Removable Cover - Support for Back, Legs, Belly, HIPS for Pregnant Women, 57 Inch Pregnancy Pillow for Women, Grey\", \"asin\": \"B08YYVRXLM\", \"price\": \"$38.24\", \"quantity\": \"\"},\n {\"title\": \"COZYFIT Scrubs for Women Set Medical Uniform - V-Neck Top & Straight Leg Pants with 9 Pockets, Unisex Workwear\", \"asin\": \"/promo/A36IA361L5CJ4X\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"CAVN Pen Light with Pupil Gauge LED Penlight for Nurses Doctors, 2 Pcs Reusable Medical Penlight for Nursing Students (Black/White)\", \"asin\": \"B07N1G7179\", \"price\": \"$6.78\", \"quantity\": \"\"},\n {\"title\": \"Aquasonic Clear Ultrasound Gel, 8.5 oz Squeeze Bottle\", \"asin\": \"B08WQ2NRMV\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"KeaBabies Maternity Belly Bands for Pregnant Women - Soft & Breathable Pregnancy Belly Support Band, Adjustable Maternity Belt for Back, Pelvic Support, Comfortable, Easy to Use (Classic Ivory, 2XL)\", \"asin\": \"B0BD4JCHC4\", \"price\": \"$19.96\", \"quantity\": \"\"},\n {\"title\": \"NEXTORCH K33 UV Pen Light, 365 nm Black Light Rechargeable Pocket Flashlight with Black Glass Filter & 1300 mW for Resin, Pet Urine Detection, Evidence Collection, Authentication, Hygiene Inspection\", \"asin\": \"/promo/A2VI5RS42B4132\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"OdontoMed2011 T/C MAYO DISSECTING SCISSORS 8\\\" STRAIGHT WITH TUNGSTEN CARBIDE INSERTS STAINLESS STEEL QUALITY INSTRUMENTS\", \"asin\": \"B01FLPQNCW\", \"price\": \"$13.08\", \"quantity\": \"\"}\n ],\n \"active_items\": [\n {\"title\": \"Mini Doppler, Detect and Display Fetal Heart Rate for Home Use\", \"asin\": \"B0DJ8ZD8VY\", \"delivery\": \"One-Day FREE delivery Tomorrow, May 2 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []}\n ],\n \"saved_items\": [\n {\"title\": \"Cascade Platinum Dishwasher Pods, Dishwasher Detergent, Actionpacs, Fresh, 62 Count\", \"asin\": \"B01NGTV4J5\", \"options\": []},\n {\"title\": \"Prestone AS658 Deluxe 2-in-1 Windshield Washer Fluid, 1 Gallon\", \"asin\": \"B019W8CNBO\", \"options\": [{\"Size\": \"128 Fl Oz (Pack of 1)\"}]},\n {\"title\": \"Cottonelle Ultra Comfort Toilet Paper, Strong Toilet Tissue, 9 Mega Rolls\", \"asin\": \"B0CKV7B49Z\", \"options\": [{\"Size\": \"244 sheet (Pack of 9)\"}]},\n {\"asin\": \"B0CKV7B49Z\", \"options\": []},\n {\"title\": \"Facing Love Addiction: Giving Yourself the Power to Change the Way You Love\", \"asin\": \"0062506048\", \"options\": []},\n {\"asin\": \"0062506048\", \"options\": []},\n {\"title\": \"The Myth of Sisyphus and Other Essays\", \"asin\": \"0679733736\", \"price\": \"$31.00\", \"options\": []},\n {\"title\": \"Design for a Better World: Meaningful, Sustainable, Humanity Centered\", \"asin\": \"0262047950\", \"options\": []},\n {\"title\": \"Vestaboard Message Board - Flagship Black - Inspire from Anywhere with The Beautiful 42\\u201d Split-Flap Display - Smart Messaging Display\", \"asin\": \"B0BJ4R84Q3\", \"options\": []},\n {\"title\": \"The Innovation Delusion: How Our Obsession with the New Has Disrupted the Work That Matters Most\", \"asin\": \"0525575685\", \"price\": \"$18.71\", \"options\": []},\n {\"title\": \"Zalto Denk'Art Bordeaux Wine Glass Hand-Blown Crystal | Boxed Set of 6\", \"asin\": \"B0064YRHN4\", \"options\": []},\n {\"title\": \"Greenworks 24V 12\\\" Cordless String Trimmer/Edger (Gen 2), 2.0Ah Battery and Charger Included\", \"asin\": \"B0BF9YFL2X\", \"price\": \"$103.99\", \"options\": [{\"Size\": \"NEW 12\\\" Trimmer (2.0Ah)\"}]}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:30:32.095Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"apple tag battery\"\n}\n ],\n \"search_results\": [\n {\"title\": \"2032 Lithium Battery. 4 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery\", \"asin\": \"B009108SGS\", \"price\": \"$5.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery\", \"asin\": \"B0C15WJXL2\", \"price\": \"$11.24\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"2032 Lithium Battery. 2 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery\", \"asin\": \"B07G7KRQQ5\", \"price\": \"$3.39\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"2032 Lithium Battery. 8 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell\", \"asin\": \"B098BQHB2G\", \"price\": \"$11.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"2032 Lithium Battery. 6 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell\", \"asin\": \"B0855FD9P2\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"2032 Batteries (10 Pack), 3V Lithium Coin Batteries\", \"asin\": \"B0CH1N7X5W\", \"price\": \"$12.96\", \"delivery\": \"FREE delivery May 15 - 25 for Prime members\"},\n {\"title\": \"CR2032 3V Lithium Battery (10pcs), Compatible with AirTag, Key Fobs, Smart Sensors, Scales, Candles and More\", \"asin\": \"B098ZW4GDY\", \"price\": \"$5.89\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"CR2032 3V Lithium Battery(10-Pack)\", \"asin\": \"B071D4DKTZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"2032 Battery Compatible with Apple AirTag CR2032 Lithium 3V Coin Battery for Child Safety, Suitable for Key Fobs, Smart Sensors, Scales, Candles and More 12pcs\", \"asin\": \"B0DHL1XGZY\", \"price\": \"$4.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"High Capacity CR2032 Battery 12 Pack - CR2032 Lithium 3V Coin Battery Replacement for Apple Airtag Key Fob Remote Controller LED Candles Glucometer\", \"asin\": \"B0C7QT3QK7\", \"price\": \"$5.58\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"15 Pack CR2032 Batteries - [Extended Life] Airtag Battery 220mAh 3 Volt Lithium Replacement Airbag 3v C2032 Watch Battery Coin Round Button Cell - Key FOB - Child Resistant | 5 Year Guarantee\", \"asin\": \"B01LY8TNRS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"2032 Lithium Battery, 10 Count (Pack of 2). Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery\", \"asin\": \"B0D366T8MT\", \"price\": \"$13.89\", \"delivery\": \" Same-Day Delivery Today 2\\u202fPM - 6\\u202fPM\"},\n {\"title\": \"AirTag Battery Kit, Size CR2032 with Bitterant Coating-Removing Wipe, Apple-Approved OEM Replacement for AirTag\", \"asin\": \"B0BQVSN9XQ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"CR2032 Battery 3V Lithium Batteries 5 Count Pack CR2032 Batteries - CR 2032 Coin Cell Batteries for AirTag, Key Fob, Remotes- 10 Years Shelf Life\", \"asin\": \"B0CB3N8VWZ\", \"price\": \"$4.59\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"2Pack CR2032 Battery Replacement for AirTag, Original OEM Battery fits AirTag Cover Shell,Long Lifetime and Long Expiry Day, Airtags Accessories\", \"asin\": \"B0CZ33LJ55\", \"price\": \"$9.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"AirTag 10-Year Battery Case - TimeCapsule - Over 14x More Capacity Than CR2032 | IP69 Waterproof, Uses AA Batteries, Patented\", \"asin\": \"B0D1LH7ZCT\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n {\"title\": \"AirTag Replacement Batteries (No Bitter Coating, Perfectly Fits Apple AirTag) CR2032 OEM Battery 3V (Pack of 4)\", \"asin\": \"B0F3GSD1WZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"2032 Lithium Battery. 4 Count 3 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. Bonus! Sack to Keep Extra Batteries\", \"asin\": \"B0DCPNRVVZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"CR2032 Lithium 3V Airtag Battery Replacement - Perfect Battery for Apple Airtags Replacement (1 pcs)\", \"asin\": \"B0CWPK5CLF\", \"price\": \"$6.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"TagPopper Battery Cover Removal and Reassembly Tool for Apple AirTag \\u2013 Precision Grip, Twist Off Opener, Durable CR2032 Battery Tool, Easy Battery Replacement, Accessory for AirTag (Patent Pending)\", \"asin\": \"B0D9QZ41QK\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"2032 Lithium Battery. 12 Count 2 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell.\", \"asin\": \"B0DFNN3P29\", \"price\": \"$27.01\", \"delivery\": \"FREE delivery May 7 - 9\"},\n {\"title\": \"AirTag Battery Replacement Kit with Coating-Removing Wipe, Size CR2032, Original OEM Replacement Battery for Apple AirTags (4-Pack)\", \"asin\": \"B0DJCNFZ3G\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"CR2032 Lithium 3V Coin Battery \\u2013 5 Pack CR 2032 Batteries for Apple Air Tag Battery Key Fob Garage Door Opener Sensor Home Kitchen Scales Blood Glucose Meter Monitor Airtag Replacement\", \"asin\": \"B0BR5FWF8B\", \"price\": \"$4.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"CR2032 Batteries, 100 Pack, CR2032 3v Lithium Battery, Key Fob Battery CR2032, CR2032 Battery for Car Remote Key, Compatible Apple Airtag Battery Replacement\", \"asin\": \"B0CM9BPY1S\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"2 Pack Original OEM Battery Replacement for AirTag, CR2032 Battery Fits AirTag Cover Shell\", \"asin\": \"B0CZ8VGHVZ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"CR2032 3V Lithium Battery(20pcs)-Coin & Button Cell for Apple Airtag/Car Remote/Key Fobs/Glucose Monitor/Candles/Watches/Scales/Doorbell/Intelligent Sensors/3Volt 2032 Battery Replacement\", \"asin\": \"B0CPSQ294L\", \"price\": \"$6.77\", \"delivery\": \"FREE delivery Mon, May 5\"},\n {\"title\": \"CR2032 Batteries 3V Lithium Cell - 10Pcs 3 Volt CR 2032 Coin Button Lithium Battery Replacement for Apple Airtag Car Key Fob Remote Control LED Light Candles Glucose Monitor Doorbell Air Tag\", \"asin\": \"B0BR5XP87K\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"25 Pack CR2032 Lithium 3v Battery, 3 Volt Button Cell Coin 2032 Batteries for Airtag, Key Fob, Car Remote Key\", \"asin\": \"B0CQXGW3KL\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Lir2032 Rechargeable Battery Replace Cr2032 Batteries for Airtag Key Fob Battery with Button Battery Charger 8 Pack- 3.6V Lithium Ion Coin Cell\", \"asin\": \"B0C2BQHVSP\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Smart Air Tags 2025, Key Finder Works for Apple Find My (iOS Only),Bluetooth Luggage Tracker, ltem Locator for Key,Wallet, Backpack,Suitcase, Bag, Season Birthday Gift Choice (1 Pack, Black)\", \"asin\": \"B0F2HG9LBZ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Only 12 left in stock - order soon.\"},\n {\"title\": \"Airtag Battery Replacement,Airtag Holder Air Tag Case with Keychain 4 Pack,with 4 Count CR2032 Lithium Battery,Anti-Scratch Airtags Key Chain for Apple Air Tags (Black/Black/Black/Black)\", \"asin\": \"B0DMP29QT4\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Replacement Battery for Apple AirTag\", \"asin\": \"B093CZV8LJ\", \"delivery\": \"\"},\n {\"title\": \"Compatible with iPhone 13/13Mini - QianLi Tag-on Battery Flex for iCopy/Apollo/Copy Power\", \"asin\": \"B0B7N7KPFP\", \"price\": \"$28.99\", \"delivery\": \"$12.99 delivery May 13 - 20 Or fastest delivery May 7 - 9 Only 9 left in stock - order soon.\"},\n {\"title\": \"Apple AirTag Holder - 4 Pack [Fit Tightly Design] [Easy to Install] [Hold Air Tag Securely] Waterproof TPU Shell Protective Case with 304 Stainless Steel Keychain Key Ring\", \"asin\": \"B0BS9FWY6H\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 13 Pro / 13 Pro Max / 14 Pro / 14 Pro Max (AmpSentrix)\", \"asin\": \"B0CCGVQSZQ\", \"delivery\": \"\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 (AmpSentrix)\", \"asin\": \"B0CCGY9W64\", \"delivery\": \"\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 13/13 Mini (AmpSentrix)\", \"asin\": \"B0CCGW2N61\", \"delivery\": \"\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 Pro / 11 Pro Max (AmpSentrix)\", \"asin\": \"B0CCGWZF2W\", \"delivery\": \"\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 12/12 Mini / 12 Pro (AmpSentrix)\", \"asin\": \"B0CCGM2D68\", \"delivery\": \"\"},\n {\"title\": \"Smart Air Tags 2025 for Apple Find My, Bluetooth Tracker for Keys, Luggage, Wallet, iOS Key Finder, Waterproof Item Locator, 5 Pack Macaron Birthday Gifts\", \"asin\": \"B0F2HHCW6P\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Airtag Holder Air Tag Case with Keychain,with 4 Count CR2032 Lithium Airtag Battery Replacement,Anti-Scratch Airtags Key Chain for Apple Air Tags,Airtag Accessories for GPS Item Finder Tracker\", \"asin\": \"B0DR8HD8L4\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 12 Pro Max (AmpSentrix)\", \"asin\": \"B0CCGZGBW1\", \"delivery\": \"\"},\n {\"title\": \"Air Tracker Tag 2 Packs, White Wallet Tracker Works with Find My App (iOS Only), Replaceable Battery,\", \"asin\": \"B0DYF2QDYM\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Only 20 left in stock - order soon.\"},\n {\"title\": \"for Apple AirTag Holder, Airtag Lock Case with Wire Cable, IPX8 Waterproof, for Luggage, Key Ring Key Chain Luggage tag Backpack (4 Pack-Black)\", \"asin\": \"B0DHBW1CHH\", \"price\": \"$12.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:58:25.911Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-01T15:58:25.911Z
|
purchase
|
B071D4DKTZ
|
rule
|
2025-05-01T15:58:25.911Z
|
train
| 529 |
2025-05-01T15:58:25.911Z
|
purchase
|
B071D4DKTZ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "apple tag battery"
}
],
"search_results": [
{"title": "2032 Lithium Battery. 4 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B009108SGS", "price": "$5.69", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery", "asin": "B0C15WJXL2", "price": "$11.24", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 2 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B07G7KRQQ5", "price": "$3.39", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 8 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B098BQHB2G", "price": "$11.34", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "2032 Lithium Battery. 6 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell", "asin": "B0855FD9P2", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Batteries (10 Pack), 3V Lithium Coin Batteries", "asin": "B0CH1N7X5W", "price": "$12.96", "delivery": "FREE delivery May 15 - 25 for Prime members"},
{"title": "CR2032 3V Lithium Battery (10pcs), Compatible with AirTag, Key Fobs, Smart Sensors, Scales, Candles and More", "asin": "B098ZW4GDY", "price": "$5.89", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "CR2032 3V Lithium Battery(10-Pack)", "asin": "B071D4DKTZ", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2032 Battery Compatible with Apple AirTag CR2032 Lithium 3V Coin Battery for Child Safety, Suitable for Key Fobs, Smart Sensors, Scales, Candles and More 12pcs", "asin": "B0DHL1XGZY", "price": "$4.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "High Capacity CR2032 Battery 12 Pack - CR2032 Lithium 3V Coin Battery Replacement for Apple Airtag Key Fob Remote Controller LED Candles Glucometer", "asin": "B0C7QT3QK7", "price": "$5.58", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "15 Pack CR2032 Batteries - [Extended Life] Airtag Battery 220mAh 3 Volt Lithium Replacement Airbag 3v C2032 Watch Battery Coin Round Button Cell - Key FOB - Child Resistant | 5 Year Guarantee", "asin": "B01LY8TNRS", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "2032 Lithium Battery, 10 Count (Pack of 2). Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery", "asin": "B0D366T8MT", "price": "$13.89", "delivery": " Same-Day Delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "AirTag Battery Kit, Size CR2032 with Bitterant Coating-Removing Wipe, Apple-Approved OEM Replacement for AirTag", "asin": "B0BQVSN9XQ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "CR2032 Battery 3V Lithium Batteries 5 Count Pack CR2032 Batteries - CR 2032 Coin Cell Batteries for AirTag, Key Fob, Remotes- 10 Years Shelf Life", "asin": "B0CB3N8VWZ", "price": "$4.59", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2Pack CR2032 Battery Replacement for AirTag, Original OEM Battery fits AirTag Cover Shell,Long Lifetime and Long Expiry Day, Airtags Accessories", "asin": "B0CZ33LJ55", "price": "$9.94", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "AirTag 10-Year Battery Case - TimeCapsule - Over 14x More Capacity Than CR2032 | IP69 Waterproof, Uses AA Batteries, Patented", "asin": "B0D1LH7ZCT", "price": "$44.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "AirTag Replacement Batteries (No Bitter Coating, Perfectly Fits Apple AirTag) CR2032 OEM Battery 3V (Pack of 4)", "asin": "B0F3GSD1WZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 4 Count 3 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. Bonus! Sack to Keep Extra Batteries", "asin": "B0DCPNRVVZ", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "CR2032 Lithium 3V Airtag Battery Replacement - Perfect Battery for Apple Airtags Replacement (1 pcs)", "asin": "B0CWPK5CLF", "price": "$6.89", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "TagPopper Battery Cover Removal and Reassembly Tool for Apple AirTag \u2013 Precision Grip, Twist Off Opener, Durable CR2032 Battery Tool, Easy Battery Replacement, Accessory for AirTag (Patent Pending)", "asin": "B0D9QZ41QK", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "2032 Lithium Battery. 12 Count 2 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell.", "asin": "B0DFNN3P29", "price": "$27.01", "delivery": "FREE delivery May 7 - 9"},
{"title": "AirTag Battery Replacement Kit with Coating-Removing Wipe, Size CR2032, Original OEM Replacement Battery for Apple AirTags (4-Pack)", "asin": "B0DJCNFZ3G", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "CR2032 Lithium 3V Coin Battery \u2013 5 Pack CR 2032 Batteries for Apple Air Tag Battery Key Fob Garage Door Opener Sensor Home Kitchen Scales Blood Glucose Meter Monitor Airtag Replacement", "asin": "B0BR5FWF8B", "price": "$4.59", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "CR2032 Batteries, 100 Pack, CR2032 3v Lithium Battery, Key Fob Battery CR2032, CR2032 Battery for Car Remote Key, Compatible Apple Airtag Battery Replacement", "asin": "B0CM9BPY1S", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "2 Pack Original OEM Battery Replacement for AirTag, CR2032 Battery Fits AirTag Cover Shell", "asin": "B0CZ8VGHVZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "CR2032 3V Lithium Battery(20pcs)-Coin & Button Cell for Apple Airtag/Car Remote/Key Fobs/Glucose Monitor/Candles/Watches/Scales/Doorbell/Intelligent Sensors/3Volt 2032 Battery Replacement", "asin": "B0CPSQ294L", "price": "$6.77", "delivery": "FREE delivery Mon, May 5"},
{"title": "CR2032 Batteries 3V Lithium Cell - 10Pcs 3 Volt CR 2032 Coin Button Lithium Battery Replacement for Apple Airtag Car Key Fob Remote Control LED Light Candles Glucose Monitor Doorbell Air Tag", "asin": "B0BR5XP87K", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "25 Pack CR2032 Lithium 3v Battery, 3 Volt Button Cell Coin 2032 Batteries for Airtag, Key Fob, Car Remote Key", "asin": "B0CQXGW3KL", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Lir2032 Rechargeable Battery Replace Cr2032 Batteries for Airtag Key Fob Battery with Button Battery Charger 8 Pack- 3.6V Lithium Ion Coin Cell", "asin": "B0C2BQHVSP", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items"},
{"title": "Smart Air Tags 2025, Key Finder Works for Apple Find My (iOS Only),Bluetooth Luggage Tracker, ltem Locator for Key,Wallet, Backpack,Suitcase, Bag, Season Birthday Gift Choice (1 Pack, Black)", "asin": "B0F2HG9LBZ", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, May 3 Only 12 left in stock - order soon."},
{"title": "Airtag Battery Replacement,Airtag Holder Air Tag Case with Keychain 4 Pack,with 4 Count CR2032 Lithium Battery,Anti-Scratch Airtags Key Chain for Apple Air Tags (Black/Black/Black/Black)", "asin": "B0DMP29QT4", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Replacement Battery for Apple AirTag", "asin": "B093CZV8LJ", "delivery": ""},
{"title": "Compatible with iPhone 13/13Mini - QianLi Tag-on Battery Flex for iCopy/Apollo/Copy Power", "asin": "B0B7N7KPFP", "price": "$28.99", "delivery": "$12.99 delivery May 13 - 20 Or fastest delivery May 7 - 9 Only 9 left in stock - order soon."},
{"title": "Apple AirTag Holder - 4 Pack [Fit Tightly Design] [Easy to Install] [Hold Air Tag Securely] Waterproof TPU Shell Protective Case with 304 Stainless Steel Keychain Key Ring", "asin": "B0BS9FWY6H", "price": "$21.99", "delivery": " Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13 Pro / 13 Pro Max / 14 Pro / 14 Pro Max (AmpSentrix)", "asin": "B0CCGVQSZQ", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 (AmpSentrix)", "asin": "B0CCGY9W64", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 13/13 Mini (AmpSentrix)", "asin": "B0CCGW2N61", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 Pro / 11 Pro Max (AmpSentrix)", "asin": "B0CCGWZF2W", "delivery": ""},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12/12 Mini / 12 Pro (AmpSentrix)", "asin": "B0CCGM2D68", "delivery": ""},
{"title": "Smart Air Tags 2025 for Apple Find My, Bluetooth Tracker for Keys, Luggage, Wallet, iOS Key Finder, Waterproof Item Locator, 5 Pack Macaron Birthday Gifts", "asin": "B0F2HHCW6P", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, May 3"},
{"title": "Airtag Holder Air Tag Case with Keychain,with 4 Count CR2032 Lithium Airtag Battery Replacement,Anti-Scratch Airtags Key Chain for Apple Air Tags,Airtag Accessories for GPS Item Finder Tracker", "asin": "B0DR8HD8L4", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 2"},
{"title": "Replacement Battery Tag-On Flex Cable Compatible for iPhone 12 Pro Max (AmpSentrix)", "asin": "B0CCGZGBW1", "delivery": ""},
{"title": "Air Tracker Tag 2 Packs, White Wallet Tracker Works with Find My App (iOS Only), Replaceable Battery,", "asin": "B0DYF2QDYM", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, May 2 Only 20 left in stock - order soon."},
{"title": "for Apple AirTag Holder, Airtag Lock Case with Wire Cable, IPX8 Waterproof, for Luggage, Key Ring Key Chain Luggage tag Backpack (4 Pack-Black)", "asin": "B0DHBW1CHH", "price": "$12.79", "delivery": " One-Day FREE delivery Tomorrow, May 2"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-01T15:58:25.911Z", // the timestamp when this action occurs
"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>B071D4DKTZ</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B071D4DKTZ</answer_argument>",
"index": 529,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"apple tag battery\"\n}\n ],\n \"search_results\": [\n {\"title\": \"2032 Lithium Battery. 4 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery\", \"asin\": \"B009108SGS\", \"price\": \"$5.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"2032 Lithium Battery, 9 Count (Pack of 1) Child Safety Features, Compatible with Apple AirTag, Key Fob, Tea Light Candles and Other Devices, CR2032 Battery, Lithium Coin Battery\", \"asin\": \"B0C15WJXL2\", \"price\": \"$11.24\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"2032 Lithium Battery. 2 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery\", \"asin\": \"B07G7KRQQ5\", \"price\": \"$3.39\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"2032 Lithium Battery. 8 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell\", \"asin\": \"B098BQHB2G\", \"price\": \"$11.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"2032 Lithium Battery. 6 Count Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and other devices. CR2032 Battery Lithium Coin Battery. CR Lithium 3V Cell\", \"asin\": \"B0855FD9P2\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"2032 Batteries (10 Pack), 3V Lithium Coin Batteries\", \"asin\": \"B0CH1N7X5W\", \"price\": \"$12.96\", \"delivery\": \"FREE delivery May 15 - 25 for Prime members\"},\n {\"title\": \"CR2032 3V Lithium Battery (10pcs), Compatible with AirTag, Key Fobs, Smart Sensors, Scales, Candles and More\", \"asin\": \"B098ZW4GDY\", \"price\": \"$5.89\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"CR2032 3V Lithium Battery(10-Pack)\", \"asin\": \"B071D4DKTZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"2032 Battery Compatible with Apple AirTag CR2032 Lithium 3V Coin Battery for Child Safety, Suitable for Key Fobs, Smart Sensors, Scales, Candles and More 12pcs\", \"asin\": \"B0DHL1XGZY\", \"price\": \"$4.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"High Capacity CR2032 Battery 12 Pack - CR2032 Lithium 3V Coin Battery Replacement for Apple Airtag Key Fob Remote Controller LED Candles Glucometer\", \"asin\": \"B0C7QT3QK7\", \"price\": \"$5.58\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"15 Pack CR2032 Batteries - [Extended Life] Airtag Battery 220mAh 3 Volt Lithium Replacement Airbag 3v C2032 Watch Battery Coin Round Button Cell - Key FOB - Child Resistant | 5 Year Guarantee\", \"asin\": \"B01LY8TNRS\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"2032 Lithium Battery, 10 Count (Pack of 2). Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. 2032 Battery, Lithium Coin Battery\", \"asin\": \"B0D366T8MT\", \"price\": \"$13.89\", \"delivery\": \" Same-Day Delivery Today 2\\u202fPM - 6\\u202fPM\"},\n {\"title\": \"AirTag Battery Kit, Size CR2032 with Bitterant Coating-Removing Wipe, Apple-Approved OEM Replacement for AirTag\", \"asin\": \"B0BQVSN9XQ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"CR2032 Battery 3V Lithium Batteries 5 Count Pack CR2032 Batteries - CR 2032 Coin Cell Batteries for AirTag, Key Fob, Remotes- 10 Years Shelf Life\", \"asin\": \"B0CB3N8VWZ\", \"price\": \"$4.59\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"2Pack CR2032 Battery Replacement for AirTag, Original OEM Battery fits AirTag Cover Shell,Long Lifetime and Long Expiry Day, Airtags Accessories\", \"asin\": \"B0CZ33LJ55\", \"price\": \"$9.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"AirTag 10-Year Battery Case - TimeCapsule - Over 14x More Capacity Than CR2032 | IP69 Waterproof, Uses AA Batteries, Patented\", \"asin\": \"B0D1LH7ZCT\", \"price\": \"$44.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n {\"title\": \"AirTag Replacement Batteries (No Bitter Coating, Perfectly Fits Apple AirTag) CR2032 OEM Battery 3V (Pack of 4)\", \"asin\": \"B0F3GSD1WZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"2032 Lithium Battery. 4 Count 3 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell. Bonus! Sack to Keep Extra Batteries\", \"asin\": \"B0DCPNRVVZ\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"CR2032 Lithium 3V Airtag Battery Replacement - Perfect Battery for Apple Airtags Replacement (1 pcs)\", \"asin\": \"B0CWPK5CLF\", \"price\": \"$6.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"TagPopper Battery Cover Removal and Reassembly Tool for Apple AirTag \\u2013 Precision Grip, Twist Off Opener, Durable CR2032 Battery Tool, Easy Battery Replacement, Accessory for AirTag (Patent Pending)\", \"asin\": \"B0D9QZ41QK\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"2032 Lithium Battery. 12 Count 2 Pack. Child Safety Features. Compatible with Apple AirTag, Key Fob, and Other Devices. CR2032 Lithium 3V Cell.\", \"asin\": \"B0DFNN3P29\", \"price\": \"$27.01\", \"delivery\": \"FREE delivery May 7 - 9\"},\n {\"title\": \"AirTag Battery Replacement Kit with Coating-Removing Wipe, Size CR2032, Original OEM Replacement Battery for Apple AirTags (4-Pack)\", \"asin\": \"B0DJCNFZ3G\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"CR2032 Lithium 3V Coin Battery \\u2013 5 Pack CR 2032 Batteries for Apple Air Tag Battery Key Fob Garage Door Opener Sensor Home Kitchen Scales Blood Glucose Meter Monitor Airtag Replacement\", \"asin\": \"B0BR5FWF8B\", \"price\": \"$4.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"CR2032 Batteries, 100 Pack, CR2032 3v Lithium Battery, Key Fob Battery CR2032, CR2032 Battery for Car Remote Key, Compatible Apple Airtag Battery Replacement\", \"asin\": \"B0CM9BPY1S\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"2 Pack Original OEM Battery Replacement for AirTag, CR2032 Battery Fits AirTag Cover Shell\", \"asin\": \"B0CZ8VGHVZ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"CR2032 3V Lithium Battery(20pcs)-Coin & Button Cell for Apple Airtag/Car Remote/Key Fobs/Glucose Monitor/Candles/Watches/Scales/Doorbell/Intelligent Sensors/3Volt 2032 Battery Replacement\", \"asin\": \"B0CPSQ294L\", \"price\": \"$6.77\", \"delivery\": \"FREE delivery Mon, May 5\"},\n {\"title\": \"CR2032 Batteries 3V Lithium Cell - 10Pcs 3 Volt CR 2032 Coin Button Lithium Battery Replacement for Apple Airtag Car Key Fob Remote Control LED Light Candles Glucose Monitor Doorbell Air Tag\", \"asin\": \"B0BR5XP87K\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"25 Pack CR2032 Lithium 3v Battery, 3 Volt Button Cell Coin 2032 Batteries for Airtag, Key Fob, Car Remote Key\", \"asin\": \"B0CQXGW3KL\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Lir2032 Rechargeable Battery Replace Cr2032 Batteries for Airtag Key Fob Battery with Button Battery Charger 8 Pack- 3.6V Lithium Ion Coin Cell\", \"asin\": \"B0C2BQHVSP\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Or FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\"},\n {\"title\": \"Smart Air Tags 2025, Key Finder Works for Apple Find My (iOS Only),Bluetooth Luggage Tracker, ltem Locator for Key,Wallet, Backpack,Suitcase, Bag, Season Birthday Gift Choice (1 Pack, Black)\", \"asin\": \"B0F2HG9LBZ\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3 Only 12 left in stock - order soon.\"},\n {\"title\": \"Airtag Battery Replacement,Airtag Holder Air Tag Case with Keychain 4 Pack,with 4 Count CR2032 Lithium Battery,Anti-Scratch Airtags Key Chain for Apple Air Tags (Black/Black/Black/Black)\", \"asin\": \"B0DMP29QT4\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Replacement Battery for Apple AirTag\", \"asin\": \"B093CZV8LJ\", \"delivery\": \"\"},\n {\"title\": \"Compatible with iPhone 13/13Mini - QianLi Tag-on Battery Flex for iCopy/Apollo/Copy Power\", \"asin\": \"B0B7N7KPFP\", \"price\": \"$28.99\", \"delivery\": \"$12.99 delivery May 13 - 20 Or fastest delivery May 7 - 9 Only 9 left in stock - order soon.\"},\n {\"title\": \"Apple AirTag Holder - 4 Pack [Fit Tightly Design] [Easy to Install] [Hold Air Tag Securely] Waterproof TPU Shell Protective Case with 304 Stainless Steel Keychain Key Ring\", \"asin\": \"B0BS9FWY6H\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 13 Pro / 13 Pro Max / 14 Pro / 14 Pro Max (AmpSentrix)\", \"asin\": \"B0CCGVQSZQ\", \"delivery\": \"\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 (AmpSentrix)\", \"asin\": \"B0CCGY9W64\", \"delivery\": \"\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 13/13 Mini (AmpSentrix)\", \"asin\": \"B0CCGW2N61\", \"delivery\": \"\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 11 Pro / 11 Pro Max (AmpSentrix)\", \"asin\": \"B0CCGWZF2W\", \"delivery\": \"\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 12/12 Mini / 12 Pro (AmpSentrix)\", \"asin\": \"B0CCGM2D68\", \"delivery\": \"\"},\n {\"title\": \"Smart Air Tags 2025 for Apple Find My, Bluetooth Tracker for Keys, Luggage, Wallet, iOS Key Finder, Waterproof Item Locator, 5 Pack Macaron Birthday Gifts\", \"asin\": \"B0F2HHCW6P\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, May 3\"},\n {\"title\": \"Airtag Holder Air Tag Case with Keychain,with 4 Count CR2032 Lithium Airtag Battery Replacement,Anti-Scratch Airtags Key Chain for Apple Air Tags,Airtag Accessories for GPS Item Finder Tracker\", \"asin\": \"B0DR8HD8L4\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"},\n {\"title\": \"Replacement Battery Tag-On Flex Cable Compatible for iPhone 12 Pro Max (AmpSentrix)\", \"asin\": \"B0CCGZGBW1\", \"delivery\": \"\"},\n {\"title\": \"Air Tracker Tag 2 Packs, White Wallet Tracker Works with Find My App (iOS Only), Replaceable Battery,\", \"asin\": \"B0DYF2QDYM\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2 Only 20 left in stock - order soon.\"},\n {\"title\": \"for Apple AirTag Holder, Airtag Lock Case with Wire Cable, IPX8 Waterproof, for Luggage, Key Ring Key Chain Luggage tag Backpack (4 Pack-Black)\", \"asin\": \"B0DHBW1CHH\", \"price\": \"$12.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 2\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-01T15:58:25.911Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\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\": \"2025-05-02T00:32:47.627Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-02T00:32:47.627Z
|
click
|
nav_bar
|
rule
|
2025-05-02T00:32:47.627Z
|
train
| 530 |
2025-05-02T00:32:47.627Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
<|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": "2025-05-02T00:32:47.627Z", // the timestamp when this action occurs
"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": 530,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\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\": \"2025-05-02T00:32:47.627Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T00:32:51.926Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-02T00:32:51.926Z
|
click
|
suggested_term
|
rule
|
2025-05-02T00:32:51.926Z
|
train
| 531 |
2025-05-02T00:32:51.926Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T00:32:51.926Z", // the timestamp when this action occurs
"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>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 531,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T00:32:51.926Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\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\": \"2025-05-02T23:46:01.357Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-02T23:46:01.357Z
|
click
|
page_related
|
rule
|
2025-05-02T23:46:01.357Z
|
train
| 532 |
2025-05-02T23:46:01.357Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
<|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": "2025-05-02T23:46:01.357Z", // the timestamp when this action occurs
"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": 532,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\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\": \"2025-05-02T23:46:01.357Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"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}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T23:46:02.625Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-02T23:46:02.625Z
|
click
|
page_related
|
rule
|
2025-05-02T23:46:02.625Z
|
train
| 533 |
2025-05-02T23:46:02.625Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "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": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T23:46:02.625Z", // the timestamp when this action occurs
"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": 533,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"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}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T23:46:02.625Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"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}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T23:46:19.213Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-02T23:46:19.213Z
|
click
|
suggested_term
|
rule
|
2025-05-02T23:46:19.213Z
|
train
| 534 |
2025-05-02T23:46:19.213Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "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": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-02T23:46:19.213Z", // the timestamp when this action occurs
"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>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 534,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"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}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-02T23:46:19.213Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\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\": \"2025-05-03T16:04:15.671Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-05-03T16:04:15.671Z
|
input
|
becoming katherin
|
rule
|
2025-05-03T16:04:15.671Z
|
train
| 535 |
2025-05-03T16:04:15.671Z
|
input
|
becoming katherin
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|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": "2025-05-03T16:04:15.671Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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>becoming katherin</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>becoming katherin</answer_argument>",
"index": 535,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\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\": \"2025-05-03T16:04:15.671Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"becoming katherin\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T16:04:15.792Z\", // 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
|
2025-05-03T16:04:15.792Z
|
click
|
suggested_term
|
rule
|
2025-05-03T16:04:15.792Z
|
train
| 536 |
2025-05-03T16:04:15.792Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "becoming katherin"
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-03T16:04:15.792Z", // 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>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 536,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"becoming katherin\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T16:04:15.792Z\", // 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"becoming katherine graham documentary\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Becoming Katharine Graham\", \"asin\": \"B0DCCCRYKL\"},\n {\"title\": \"Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZL32YPP\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5\"},\n {\"title\": \"Billy Graham: An Extraordinary Journey\", \"asin\": \"B0CP6B1PPF\", \"price\": \"$1.99\"},\n {\"title\": \"Katherine\", \"asin\": \"B005IXSRAO\", \"price\": \"$3.99\"},\n {\"title\": \"Personal History: A Memoir\", \"asin\": \"B075NPC788\", \"price\": \"$0.00\", \"delivery\": \"Available instantly\"},\n {\"title\": \"Becoming Led Zeppelin\", \"asin\": \"B0DMTKB2GY\", \"price\": \"$5.99\"},\n {\"title\": \"Becoming Mike Nichols\", \"asin\": \"B01N07XPVM\", \"price\": \"$3.99\"},\n {\"title\": \"Becoming Elizabeth (TV Series)\", \"asin\": \"B0D62X33V2\", \"price\": \"$2.99\"},\n {\"title\": \"First Born\", \"asin\": \"B0DT56QP9K\"},\n {\"title\": \"Becoming Iconic: Jonathan Baker\", \"asin\": \"B0B8TPBW68\", \"price\": \"$2.99\"},\n {\"title\": \"Becoming You (TV Series)\", \"asin\": \"B0DGWRC66R\"},\n {\"title\": \"Katherine Jenkins: Live At The O2 Arena\", \"asin\": \"B0DB4XDSFR\"},\n {\"title\": \"Becoming Who I Was\", \"asin\": \"B07K7VCNRW\", \"price\": \"$2.99\"},\n {\"title\": \"Biographies - Icons of History (TV Series)\", \"asin\": \"B00XQCFMT8\"},\n {\"title\": \"Outspoken Biography: Take Up The Torch\", \"asin\": \"B0BN6WJ3FF\"},\n {\"title\": \"H.M. The Queen: A Remarkable Life\", \"asin\": \"B0B7G94TQQ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T16:04:39.847Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-03T16:04:39.847Z
|
click_product
|
B0DCCCRYKL
|
rule
|
2025-05-03T16:04:39.847Z
|
train
| 537 |
2025-05-03T16:04:39.847Z
|
click_product
|
B0DCCCRYKL
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "becoming katherine graham documentary"
}
],
"search_results": [
{"title": "Becoming Katharine Graham", "asin": "B0DCCCRYKL"},
{"title": "Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZL32YPP", "price": "$14.99", "delivery": "FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5"},
{"title": "Billy Graham: An Extraordinary Journey", "asin": "B0CP6B1PPF", "price": "$1.99"},
{"title": "Katherine", "asin": "B005IXSRAO", "price": "$3.99"},
{"title": "Personal History: A Memoir", "asin": "B075NPC788", "price": "$0.00", "delivery": "Available instantly"},
{"title": "Becoming Led Zeppelin", "asin": "B0DMTKB2GY", "price": "$5.99"},
{"title": "Becoming Mike Nichols", "asin": "B01N07XPVM", "price": "$3.99"},
{"title": "Becoming Elizabeth (TV Series)", "asin": "B0D62X33V2", "price": "$2.99"},
{"title": "First Born", "asin": "B0DT56QP9K"},
{"title": "Becoming Iconic: Jonathan Baker", "asin": "B0B8TPBW68", "price": "$2.99"},
{"title": "Becoming You (TV Series)", "asin": "B0DGWRC66R"},
{"title": "Katherine Jenkins: Live At The O2 Arena", "asin": "B0DB4XDSFR"},
{"title": "Becoming Who I Was", "asin": "B07K7VCNRW", "price": "$2.99"},
{"title": "Biographies - Icons of History (TV Series)", "asin": "B00XQCFMT8"},
{"title": "Outspoken Biography: Take Up The Torch", "asin": "B0BN6WJ3FF"},
{"title": "H.M. The Queen: A Remarkable Life", "asin": "B0B7G94TQQ"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-03T16:04:39.847Z", // the timestamp when this action occurs
"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>B0DCCCRYKL</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0DCCCRYKL</answer_argument>",
"index": 537,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"becoming katherine graham documentary\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Becoming Katharine Graham\", \"asin\": \"B0DCCCRYKL\"},\n {\"title\": \"Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZL32YPP\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5\"},\n {\"title\": \"Billy Graham: An Extraordinary Journey\", \"asin\": \"B0CP6B1PPF\", \"price\": \"$1.99\"},\n {\"title\": \"Katherine\", \"asin\": \"B005IXSRAO\", \"price\": \"$3.99\"},\n {\"title\": \"Personal History: A Memoir\", \"asin\": \"B075NPC788\", \"price\": \"$0.00\", \"delivery\": \"Available instantly\"},\n {\"title\": \"Becoming Led Zeppelin\", \"asin\": \"B0DMTKB2GY\", \"price\": \"$5.99\"},\n {\"title\": \"Becoming Mike Nichols\", \"asin\": \"B01N07XPVM\", \"price\": \"$3.99\"},\n {\"title\": \"Becoming Elizabeth (TV Series)\", \"asin\": \"B0D62X33V2\", \"price\": \"$2.99\"},\n {\"title\": \"First Born\", \"asin\": \"B0DT56QP9K\"},\n {\"title\": \"Becoming Iconic: Jonathan Baker\", \"asin\": \"B0B8TPBW68\", \"price\": \"$2.99\"},\n {\"title\": \"Becoming You (TV Series)\", \"asin\": \"B0DGWRC66R\"},\n {\"title\": \"Katherine Jenkins: Live At The O2 Arena\", \"asin\": \"B0DB4XDSFR\"},\n {\"title\": \"Becoming Who I Was\", \"asin\": \"B07K7VCNRW\", \"price\": \"$2.99\"},\n {\"title\": \"Biographies - Icons of History (TV Series)\", \"asin\": \"B00XQCFMT8\"},\n {\"title\": \"Outspoken Biography: Take Up The Torch\", \"asin\": \"B0BN6WJ3FF\"},\n {\"title\": \"H.M. The Queen: A Remarkable Life\", \"asin\": \"B0B7G94TQQ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T16:04:39.847Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"becoming katherine graham documentary\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Becoming Katharine Graham\", \"asin\": \"B0DCCCRYKL\"},\n {\"title\": \"Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZL32YPP\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5\"},\n {\"title\": \"Billy Graham: An Extraordinary Journey\", \"asin\": \"B0CP6B1PPF\", \"price\": \"$1.99\"},\n {\"title\": \"Katherine\", \"asin\": \"B005IXSRAO\", \"price\": \"$3.99\"},\n {\"title\": \"Personal History: A Memoir\", \"asin\": \"B075NPC788\", \"price\": \"$0.00\", \"delivery\": \"Available instantly\"},\n {\"title\": \"Becoming Led Zeppelin\", \"asin\": \"B0DMTKB2GY\", \"price\": \"$5.99\"},\n {\"title\": \"Becoming Mike Nichols\", \"asin\": \"B01N07XPVM\", \"price\": \"$3.99\"},\n {\"title\": \"Becoming Elizabeth (TV Series)\", \"asin\": \"B0D62X33V2\", \"price\": \"$2.99\"},\n {\"title\": \"First Born\", \"asin\": \"B0DT56QP9K\"},\n {\"title\": \"Becoming Iconic: Jonathan Baker\", \"asin\": \"B0B8TPBW68\", \"price\": \"$2.99\"},\n {\"title\": \"Becoming You (TV Series)\", \"asin\": \"B0DGWRC66R\"},\n {\"title\": \"Katherine Jenkins: Live At The O2 Arena\", \"asin\": \"B0DB4XDSFR\"},\n {\"title\": \"Becoming Who I Was\", \"asin\": \"B07K7VCNRW\", \"price\": \"$2.99\"},\n {\"title\": \"Biographies - Icons of History (TV Series)\", \"asin\": \"B00XQCFMT8\"},\n {\"title\": \"Outspoken Biography: Take Up The Torch\", \"asin\": \"B0BN6WJ3FF\"},\n {\"title\": \"H.M. The Queen: A Remarkable Life\", \"asin\": \"B0B7G94TQQ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T16:05:55.489Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-03T16:05:55.489Z
|
click_product
|
B0DZL32YPP
|
rule
|
2025-05-03T16:05:55.489Z
|
train
| 538 |
2025-05-03T16:05:55.489Z
|
click_product
|
B0DZL32YPP
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "becoming katherine graham documentary"
}
],
"search_results": [
{"title": "Becoming Katharine Graham", "asin": "B0DCCCRYKL"},
{"title": "Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZL32YPP", "price": "$14.99", "delivery": "FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5"},
{"title": "Billy Graham: An Extraordinary Journey", "asin": "B0CP6B1PPF", "price": "$1.99"},
{"title": "Katherine", "asin": "B005IXSRAO", "price": "$3.99"},
{"title": "Personal History: A Memoir", "asin": "B075NPC788", "price": "$0.00", "delivery": "Available instantly"},
{"title": "Becoming Led Zeppelin", "asin": "B0DMTKB2GY", "price": "$5.99"},
{"title": "Becoming Mike Nichols", "asin": "B01N07XPVM", "price": "$3.99"},
{"title": "Becoming Elizabeth (TV Series)", "asin": "B0D62X33V2", "price": "$2.99"},
{"title": "First Born", "asin": "B0DT56QP9K"},
{"title": "Becoming Iconic: Jonathan Baker", "asin": "B0B8TPBW68", "price": "$2.99"},
{"title": "Becoming You (TV Series)", "asin": "B0DGWRC66R"},
{"title": "Katherine Jenkins: Live At The O2 Arena", "asin": "B0DB4XDSFR"},
{"title": "Becoming Who I Was", "asin": "B07K7VCNRW", "price": "$2.99"},
{"title": "Biographies - Icons of History (TV Series)", "asin": "B00XQCFMT8"},
{"title": "Outspoken Biography: Take Up The Torch", "asin": "B0BN6WJ3FF"},
{"title": "H.M. The Queen: A Remarkable Life", "asin": "B0B7G94TQQ"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-03T16:05:55.489Z", // the timestamp when this action occurs
"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>B0DZL32YPP</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0DZL32YPP</answer_argument>",
"index": 538,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"becoming katherine graham documentary\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Becoming Katharine Graham\", \"asin\": \"B0DCCCRYKL\"},\n {\"title\": \"Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZL32YPP\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, May 8 on $35 of items shipped by Amazon Or fastest delivery Mon, May 5\"},\n {\"title\": \"Billy Graham: An Extraordinary Journey\", \"asin\": \"B0CP6B1PPF\", \"price\": \"$1.99\"},\n {\"title\": \"Katherine\", \"asin\": \"B005IXSRAO\", \"price\": \"$3.99\"},\n {\"title\": \"Personal History: A Memoir\", \"asin\": \"B075NPC788\", \"price\": \"$0.00\", \"delivery\": \"Available instantly\"},\n {\"title\": \"Becoming Led Zeppelin\", \"asin\": \"B0DMTKB2GY\", \"price\": \"$5.99\"},\n {\"title\": \"Becoming Mike Nichols\", \"asin\": \"B01N07XPVM\", \"price\": \"$3.99\"},\n {\"title\": \"Becoming Elizabeth (TV Series)\", \"asin\": \"B0D62X33V2\", \"price\": \"$2.99\"},\n {\"title\": \"First Born\", \"asin\": \"B0DT56QP9K\"},\n {\"title\": \"Becoming Iconic: Jonathan Baker\", \"asin\": \"B0B8TPBW68\", \"price\": \"$2.99\"},\n {\"title\": \"Becoming You (TV Series)\", \"asin\": \"B0DGWRC66R\"},\n {\"title\": \"Katherine Jenkins: Live At The O2 Arena\", \"asin\": \"B0DB4XDSFR\"},\n {\"title\": \"Becoming Who I Was\", \"asin\": \"B07K7VCNRW\", \"price\": \"$2.99\"},\n {\"title\": \"Biographies - Icons of History (TV Series)\", \"asin\": \"B00XQCFMT8\"},\n {\"title\": \"Outspoken Biography: Take Up The Torch\", \"asin\": \"B0BN6WJ3FF\"},\n {\"title\": \"H.M. The Queen: A Remarkable Life\", \"asin\": \"B0B7G94TQQ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-03T16:05:55.489Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"becoming katherine graham documentary\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DZL32YPP\"\n},\n {\n \"title\": \"Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen) Paperback \\u2013 Large Print, March 5, 2025\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Personal History: A Memoir\", \"asin\": \"0375701044\", \"price\": \"$14.96\", \"quantity\": \"\"},\n {\"title\": \"Katharine Graham's Washington\", \"asin\": \"0375414711\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Katharine the Great: Katharine Graham and Her Washington Post Empire\", \"asin\": \"1631681583\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Maureen Dowd: The Untold Story of an American Journalist\", \"asin\": \"B0DZXKKD36\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"The Art of Power\", \"asin\": \"1398541060\", \"price\": \"$14.40\", \"quantity\": \"\"},\n {\"title\": \"Oath and Honor: the explosive inside story from the most senior Republican to stand up to Donald Trump\", \"asin\": \"1035416441\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"The Rulebreaker: The Life and Times of Barbara Walters\", \"asin\": \"1982197927\", \"price\": \"$14.73\", \"quantity\": \"\"},\n {\"title\": \"Ask Not: The Kennedys and the Women They Destroyed\", \"asin\": \"0316276170\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Classified Woman-The Sibel Edmonds Story: A Memoir\", \"asin\": \"0615602223\", \"price\": \"$14.95\", \"quantity\": \"\"},\n {\"title\": \"The Outlier: The Unfinished Presidency of Jimmy Carter\", \"asin\": \"0451495241\", \"price\": \"$13.27\", \"quantity\": \"\"},\n {\"title\": \"Family Reins: The Extraordinary Rise and Epic Fall of an American Dynasty\", \"asin\": \"B0DDB6YKH1\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"I\\u2019m Going Home: This Is The Story Of A Young Couple Struggling To Make A life For Themselves Cut Short By The Civil War\", \"asin\": \"1964629918\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"From Hillbilly Elegy to Political Legacy: The Life of True American Patriot J.D. Vance [Large Print]\", \"asin\": \"B0DCK48PGQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"JD Vance Biography: The 2024 Memoir: New Best Selling Political Books - From Hillbilly Elegy to Washington\", \"asin\": \"9363113787\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Out of the Shadows: My Life Inside the Wild World of Hunter Biden\", \"asin\": \"151078229X\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"The Happy Face Killer: A Daughter\\u2019s Reckoning with Her Father\\u2019s Crimes (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0F26TZ881\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"I'm Still Here: The Legacy of Eunice Paiva and Brazil\\u2019s Fight for Justice (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZ12SNFX\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"A Death In The Snow: The Karen Read Trial (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0F1MVWNT5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Last Take: The Death of Halyna Hutchins and the Fallout of the Rust Shooting (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0F1FGHP35\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Becoming Led Zeppelin: How Four Musicians Changed Rock Forever (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DYVMGV35\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Gone Girls of Gilgo Beach: The True Story Behind Ruby Franke\\u2019s Downfall (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZXY5JPV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Super Mario Bros. Movie: The Ultimate Fan Guide & Trivia Vault (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DYZMF3NF\", \"price\": \"$15.99\", \"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\": \"2025-05-03T16:07:10.197Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-03T16:07:10.197Z
|
purchase
|
B0DZL32YPP
|
rule
|
2025-05-03T16:07:10.197Z
|
train
| 539 |
2025-05-03T16:07:10.197Z
|
purchase
|
B0DZL32YPP
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "becoming katherine graham documentary"
}
],
"product_details": [
{
"asin": "B0DZL32YPP"
},
{
"title": "Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen) Paperback \u2013 Large Print, March 5, 2025"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "Personal History: A Memoir", "asin": "0375701044", "price": "$14.96", "quantity": ""},
{"title": "Katharine Graham's Washington", "asin": "0375414711", "price": "$16.49", "quantity": ""},
{"title": "Katharine the Great: Katharine Graham and Her Washington Post Empire", "asin": "1631681583", "price": "$14.99", "quantity": ""},
{"title": "Maureen Dowd: The Untold Story of an American Journalist", "asin": "B0DZXKKD36", "price": "$17.99", "quantity": ""},
{"title": "The Art of Power", "asin": "1398541060", "price": "$14.40", "quantity": ""},
{"title": "Oath and Honor: the explosive inside story from the most senior Republican to stand up to Donald Trump", "asin": "1035416441", "price": "$16.99", "quantity": ""},
{"title": "The Rulebreaker: The Life and Times of Barbara Walters", "asin": "1982197927", "price": "$14.73", "quantity": ""},
{"title": "Ask Not: The Kennedys and the Women They Destroyed", "asin": "0316276170", "price": "$14.99", "quantity": ""},
{"title": "Classified Woman-The Sibel Edmonds Story: A Memoir", "asin": "0615602223", "price": "$14.95", "quantity": ""},
{"title": "The Outlier: The Unfinished Presidency of Jimmy Carter", "asin": "0451495241", "price": "$13.27", "quantity": ""},
{"title": "Family Reins: The Extraordinary Rise and Epic Fall of an American Dynasty", "asin": "B0DDB6YKH1", "price": "$18.99", "quantity": ""},
{"title": "I\u2019m Going Home: This Is The Story Of A Young Couple Struggling To Make A life For Themselves Cut Short By The Civil War", "asin": "1964629918", "price": "$33.99", "quantity": ""},
{"title": "From Hillbilly Elegy to Political Legacy: The Life of True American Patriot J.D. Vance [Large Print]", "asin": "B0DCK48PGQ", "price": "$15.99", "quantity": ""},
{"title": "JD Vance Biography: The 2024 Memoir: New Best Selling Political Books - From Hillbilly Elegy to Washington", "asin": "9363113787", "price": "$16.99", "quantity": ""},
{"title": "Out of the Shadows: My Life Inside the Wild World of Hunter Biden", "asin": "151078229X", "price": "$16.49", "quantity": ""},
{"title": "The Happy Face Killer: A Daughter\u2019s Reckoning with Her Father\u2019s Crimes (Reel to Reality: True Stories Behind the Screen)", "asin": "B0F26TZ881", "price": "$14.99", "quantity": ""},
{"title": "I'm Still Here: The Legacy of Eunice Paiva and Brazil\u2019s Fight for Justice (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZ12SNFX", "price": "$14.99", "quantity": ""},
{"title": "A Death In The Snow: The Karen Read Trial (Reel to Reality: True Stories Behind the Screen)", "asin": "B0F1MVWNT5", "price": "$14.99", "quantity": ""},
{"title": "Last Take: The Death of Halyna Hutchins and the Fallout of the Rust Shooting (Reel to Reality: True Stories Behind the Screen)", "asin": "B0F1FGHP35", "price": "$14.99", "quantity": ""},
{"title": "Becoming Led Zeppelin: How Four Musicians Changed Rock Forever (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DYVMGV35", "price": "$14.99", "quantity": ""},
{"title": "Gone Girls of Gilgo Beach: The True Story Behind Ruby Franke\u2019s Downfall (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DZXY5JPV", "price": "$14.99", "quantity": ""},
{"title": "Super Mario Bros. Movie: The Ultimate Fan Guide & Trivia Vault (Reel to Reality: True Stories Behind the Screen)", "asin": "B0DYZMF3NF", "price": "$15.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-03T16:07:10.197Z", // the timestamp when this action occurs
"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>B0DZL32YPP</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DZL32YPP</answer_argument>",
"index": 539,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"becoming katherine graham documentary\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DZL32YPP\"\n},\n {\n \"title\": \"Becoming Katharine Graham: The Woman Who Led The Washington Post and Transformed Journalism (Reel to Reality: True Stories Behind the Screen) Paperback \\u2013 Large Print, March 5, 2025\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Personal History: A Memoir\", \"asin\": \"0375701044\", \"price\": \"$14.96\", \"quantity\": \"\"},\n {\"title\": \"Katharine Graham's Washington\", \"asin\": \"0375414711\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"Katharine the Great: Katharine Graham and Her Washington Post Empire\", \"asin\": \"1631681583\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Maureen Dowd: The Untold Story of an American Journalist\", \"asin\": \"B0DZXKKD36\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"The Art of Power\", \"asin\": \"1398541060\", \"price\": \"$14.40\", \"quantity\": \"\"},\n {\"title\": \"Oath and Honor: the explosive inside story from the most senior Republican to stand up to Donald Trump\", \"asin\": \"1035416441\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"The Rulebreaker: The Life and Times of Barbara Walters\", \"asin\": \"1982197927\", \"price\": \"$14.73\", \"quantity\": \"\"},\n {\"title\": \"Ask Not: The Kennedys and the Women They Destroyed\", \"asin\": \"0316276170\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Classified Woman-The Sibel Edmonds Story: A Memoir\", \"asin\": \"0615602223\", \"price\": \"$14.95\", \"quantity\": \"\"},\n {\"title\": \"The Outlier: The Unfinished Presidency of Jimmy Carter\", \"asin\": \"0451495241\", \"price\": \"$13.27\", \"quantity\": \"\"},\n {\"title\": \"Family Reins: The Extraordinary Rise and Epic Fall of an American Dynasty\", \"asin\": \"B0DDB6YKH1\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"I\\u2019m Going Home: This Is The Story Of A Young Couple Struggling To Make A life For Themselves Cut Short By The Civil War\", \"asin\": \"1964629918\", \"price\": \"$33.99\", \"quantity\": \"\"},\n {\"title\": \"From Hillbilly Elegy to Political Legacy: The Life of True American Patriot J.D. Vance [Large Print]\", \"asin\": \"B0DCK48PGQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"JD Vance Biography: The 2024 Memoir: New Best Selling Political Books - From Hillbilly Elegy to Washington\", \"asin\": \"9363113787\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Out of the Shadows: My Life Inside the Wild World of Hunter Biden\", \"asin\": \"151078229X\", \"price\": \"$16.49\", \"quantity\": \"\"},\n {\"title\": \"The Happy Face Killer: A Daughter\\u2019s Reckoning with Her Father\\u2019s Crimes (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0F26TZ881\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"I'm Still Here: The Legacy of Eunice Paiva and Brazil\\u2019s Fight for Justice (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZ12SNFX\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"A Death In The Snow: The Karen Read Trial (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0F1MVWNT5\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Last Take: The Death of Halyna Hutchins and the Fallout of the Rust Shooting (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0F1FGHP35\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Becoming Led Zeppelin: How Four Musicians Changed Rock Forever (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DYVMGV35\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Gone Girls of Gilgo Beach: The True Story Behind Ruby Franke\\u2019s Downfall (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DZXY5JPV\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Super Mario Bros. Movie: The Ultimate Fan Guide & Trivia Vault (Reel to Reality: True Stories Behind the Screen)\", \"asin\": \"B0DYZMF3NF\", \"price\": \"$15.99\", \"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\": \"2025-05-03T16:07:10.197Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\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\": \"2025-05-05T21:19:31.668Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-05T21:19:31.668Z
|
click
|
suggested_term
|
rule
|
2025-05-05T21:19:31.668Z
|
train
| 540 |
2025-05-05T21:19:31.668Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|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": "2025-05-05T21:19:31.668Z", // the timestamp when this action occurs
"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>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 540,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\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\": \"2025-05-05T21:19:31.668Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B08J7M7RN8\"\n},\n {\n \"title\": \"Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation\"\n},\n {\n \"price\": \"$16.99\"\n},\n {\n \"bullet_list\": \"MATERAL:The Car Seat Rain Cover Made With High-Quality Materials For Proper Resilience.Food Grade Materia EVA,No Smell,Safe To Child. The Plastic Material Is Very Smooth And Soft To Touch. Universal Car Seat Rain Cover Is a Must-Have Item For Parents To Travel With Their Babies And Give Them The Best Care In a Safe Environment. FEATURE:There Are Air Holes On Both Sides Of The Car Seat Rain Cover, Make The Air Easier To Circulate. Easy To Attach, Remove, And Clean.Easy To Open Wide Zipper Opening For Easy Access To Your Baby, Plastic Cover To Cover The Handle Bar So You Can Have a Good Grip On The Handle Bar And Still Protect Your Baby From Raining In On Your Baby. Crystal Clear Cover Allows The Baby To Enjoy The Views While Providing Optimal Visualization Of Your Infant While In Infant Carrier Safe And Airy Ventilation Is Provided By Air Holes On Both Sides Of The Car Seat Rain Cover.Easy And Simple To Clean Where Dirt Can Be Wiped Off With Just a Damp Cloth. QUICK INSTALLATION & REMOVAL \\u2013 The Car Seat Rain Cover Both Go On Easily And Remove Just As Quickly For Parent-Friendly Use.Our Car Seat Rain Cover Is Designed To Fit Most Car Seat Carriers With Canopies. The Elastic Bottom Makes It Easy To Fit Over Most Styles And Brands Of Car Seats And Carriers. SATISFACTION GUARANTEED\\uff1aWe Are Confident In The Quality Of Our Car Seat Rain Cover And We Are Always Ready To Address Your Concerns. In Case You'Re Unhappy With Your Purchase Of Our Car Seat Rain Cover, Just Email Us And We Will Arrange The Refund Or Replacement Within 24 Hours!\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag,...\", \"asin\": \"B0B281MNNB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation\", \"asin\": \"B088WPKP3T\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"bemece Car Seat Rain Cover, Baby Car Seat Rain Cover Universal with Side Ventilation and Quick-Access Large Window, Protected from Rain, Snow, Wind and Dust, Baby Travel Accessories\", \"asin\": \"B0DJNDNF1H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Bemece Stroller Rain Cover Universal Stroller, Travel Weather Shield Windproof and Waterproof Protect from Dust and Snow\", \"asin\": \"B07CNXQ65H\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear\", \"asin\": \"B07VVF594F\", \"price\": \"$18.97\", \"quantity\": \"\"},\n {\"title\": \"Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)\", \"asin\": \"B082496BPT\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Waterproof Baby Car Seat Cover\\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm\", \"asin\": \"B0CL79XM89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)\", \"asin\": \"B082496BPT\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Stilnati Car Seat Rain Cover Universal Baby Stroller Accessory for Any Type of Car Seat Waterproof Compatible with Doona Stroller Protect from Dust Snow Wind 1 Pcs\", \"asin\": \"B0CP4B3HG1\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Car Seat Covers for Babies - Warm and Cozy Baby Car Seat Cover for Boy Girl Waterproof and Windproof Protection Baby Cold Weather, Winter Infants Carseat Canopies Covers with Thick Plush Lining\", \"asin\": \"B0DDTWGCQS\", \"price\": \"$30.99\", \"quantity\": \"\"},\n {\"title\": \"Waterproof Baby Car Seat Cover\\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm\", \"asin\": \"B0CL79XM89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag, Side Ventilation & Handle Opening, Provides Extra Protect Baby During The Covid-19, Baby Travel Accessories, Black\", \"asin\": \"B0B281MNNB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation\", \"asin\": \"B088WPKP3T\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear\", \"asin\": \"B07VVF594F\", \"price\": \"$18.97\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation\", \"asin\": \"B08J7M7RN8\", \"price\": \"$16.99\"},\n {\"title\": \"Stroller Rain Cover and Baby Stroller Mosquito Net(2-Piece Set),Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield\", \"asin\": \"B088T4VQRF\", \"price\": \"$17.99\"},\n {\"title\": \"Clear Stroller Rain Cover, Universal Travel Weather Shield Breathable Baby Stroller Rain Cover for Windproof, Waterproof, Protect from Sun Dust Snow\", \"asin\": \"B08K75WMWR\", \"price\": \"$9.98\"},\n {\"title\": \"Universal Baby Weather Car Seat Rain Cover Waterproof, Protect from Snow Dust\", \"asin\": \"B08CNKZZN6\", \"price\": \"$12.99\"},\n {\"title\": \"UPPAbaby Rain Shield for Mesa and Aria Infant Car Seat Carriers - Waterproof and Windproof Coverage - Ventilated Design - Quick Attachment\", \"asin\": \"B00WVUYXSW\", \"price\": \"$14.99\"},\n {\"title\": \"Stroller Rain Cover,Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield\", \"asin\": \"B08D7825DD\", \"price\": \"$17.99\"}\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\": \"2025-05-05T21:20:22.852Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-05-05T21:20:22.852Z
|
click
|
nav_bar
|
rule
|
2025-05-05T21:20:22.852Z
|
train
| 541 |
2025-05-05T21:20:22.852Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B08J7M7RN8"
},
{
"title": "Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation"
},
{
"price": "$16.99"
},
{
"bullet_list": "MATERAL:The Car Seat Rain Cover Made With High-Quality Materials For Proper Resilience.Food Grade Materia EVA,No Smell,Safe To Child. The Plastic Material Is Very Smooth And Soft To Touch. Universal Car Seat Rain Cover Is a Must-Have Item For Parents To Travel With Their Babies And Give Them The Best Care In a Safe Environment. FEATURE:There Are Air Holes On Both Sides Of The Car Seat Rain Cover, Make The Air Easier To Circulate. Easy To Attach, Remove, And Clean.Easy To Open Wide Zipper Opening For Easy Access To Your Baby, Plastic Cover To Cover The Handle Bar So You Can Have a Good Grip On The Handle Bar And Still Protect Your Baby From Raining In On Your Baby. Crystal Clear Cover Allows The Baby To Enjoy The Views While Providing Optimal Visualization Of Your Infant While In Infant Carrier Safe And Airy Ventilation Is Provided By Air Holes On Both Sides Of The Car Seat Rain Cover.Easy And Simple To Clean Where Dirt Can Be Wiped Off With Just a Damp Cloth. QUICK INSTALLATION & REMOVAL \u2013 The Car Seat Rain Cover Both Go On Easily And Remove Just As Quickly For Parent-Friendly Use.Our Car Seat Rain Cover Is Designed To Fit Most Car Seat Carriers With Canopies. The Elastic Bottom Makes It Easy To Fit Over Most Styles And Brands Of Car Seats And Carriers. SATISFACTION GUARANTEED\uff1aWe Are Confident In The Quality Of Our Car Seat Rain Cover And We Are Always Ready To Address Your Concerns. In Case You'Re Unhappy With Your Purchase Of Our Car Seat Rain Cover, Just Email Us And We Will Arrange The Refund Or Replacement Within 24 Hours!"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag,...", "asin": "B0B281MNNB", "price": "$24.99", "quantity": ""},
{"title": "Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation", "asin": "B088WPKP3T", "price": "$12.99", "quantity": ""},
{"title": "bemece Car Seat Rain Cover, Baby Car Seat Rain Cover Universal with Side Ventilation and Quick-Access Large Window, Protected from Rain, Snow, Wind and Dust, Baby Travel Accessories", "asin": "B0DJNDNF1H", "price": "$9.99", "quantity": ""},
{"title": "Bemece Stroller Rain Cover Universal Stroller, Travel Weather Shield Windproof and Waterproof Protect from Dust and Snow", "asin": "B07CNXQ65H", "price": "$17.98", "quantity": ""},
{"title": "Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear", "asin": "B07VVF594F", "price": "$18.97", "quantity": ""},
{"title": "Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)", "asin": "B082496BPT", "price": "$18.99", "quantity": ""},
{"title": "Waterproof Baby Car Seat Cover\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm", "asin": "B0CL79XM89", "price": "$27.99", "quantity": ""},
{"title": "Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)", "asin": "B082496BPT", "price": "$18.99", "quantity": ""},
{"title": "Stilnati Car Seat Rain Cover Universal Baby Stroller Accessory for Any Type of Car Seat Waterproof Compatible with Doona Stroller Protect from Dust Snow Wind 1 Pcs", "asin": "B0CP4B3HG1", "price": "$18.99", "quantity": ""},
{"title": "Car Seat Covers for Babies - Warm and Cozy Baby Car Seat Cover for Boy Girl Waterproof and Windproof Protection Baby Cold Weather, Winter Infants Carseat Canopies Covers with Thick Plush Lining", "asin": "B0DDTWGCQS", "price": "$30.99", "quantity": ""},
{"title": "Waterproof Baby Car Seat Cover\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm", "asin": "B0CL79XM89", "price": "$27.99", "quantity": ""},
{"title": "Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag, Side Ventilation & Handle Opening, Provides Extra Protect Baby During The Covid-19, Baby Travel Accessories, Black", "asin": "B0B281MNNB", "price": "$24.99", "quantity": ""},
{"title": "Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation", "asin": "B088WPKP3T", "price": "$12.99", "quantity": ""},
{"title": "Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear", "asin": "B07VVF594F", "price": "$18.97", "quantity": ""}
],
"comparison_items": [
{"title": "Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation", "asin": "B08J7M7RN8", "price": "$16.99"},
{"title": "Stroller Rain Cover and Baby Stroller Mosquito Net(2-Piece Set),Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield", "asin": "B088T4VQRF", "price": "$17.99"},
{"title": "Clear Stroller Rain Cover, Universal Travel Weather Shield Breathable Baby Stroller Rain Cover for Windproof, Waterproof, Protect from Sun Dust Snow", "asin": "B08K75WMWR", "price": "$9.98"},
{"title": "Universal Baby Weather Car Seat Rain Cover Waterproof, Protect from Snow Dust", "asin": "B08CNKZZN6", "price": "$12.99"},
{"title": "UPPAbaby Rain Shield for Mesa and Aria Infant Car Seat Carriers - Waterproof and Windproof Coverage - Ventilated Design - Quick Attachment", "asin": "B00WVUYXSW", "price": "$14.99"},
{"title": "Stroller Rain Cover,Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield", "asin": "B08D7825DD", "price": "$17.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:20:22.852Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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": 541,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B08J7M7RN8\"\n},\n {\n \"title\": \"Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation\"\n},\n {\n \"price\": \"$16.99\"\n},\n {\n \"bullet_list\": \"MATERAL:The Car Seat Rain Cover Made With High-Quality Materials For Proper Resilience.Food Grade Materia EVA,No Smell,Safe To Child. The Plastic Material Is Very Smooth And Soft To Touch. Universal Car Seat Rain Cover Is a Must-Have Item For Parents To Travel With Their Babies And Give Them The Best Care In a Safe Environment. FEATURE:There Are Air Holes On Both Sides Of The Car Seat Rain Cover, Make The Air Easier To Circulate. Easy To Attach, Remove, And Clean.Easy To Open Wide Zipper Opening For Easy Access To Your Baby, Plastic Cover To Cover The Handle Bar So You Can Have a Good Grip On The Handle Bar And Still Protect Your Baby From Raining In On Your Baby. Crystal Clear Cover Allows The Baby To Enjoy The Views While Providing Optimal Visualization Of Your Infant While In Infant Carrier Safe And Airy Ventilation Is Provided By Air Holes On Both Sides Of The Car Seat Rain Cover.Easy And Simple To Clean Where Dirt Can Be Wiped Off With Just a Damp Cloth. QUICK INSTALLATION & REMOVAL \\u2013 The Car Seat Rain Cover Both Go On Easily And Remove Just As Quickly For Parent-Friendly Use.Our Car Seat Rain Cover Is Designed To Fit Most Car Seat Carriers With Canopies. The Elastic Bottom Makes It Easy To Fit Over Most Styles And Brands Of Car Seats And Carriers. SATISFACTION GUARANTEED\\uff1aWe Are Confident In The Quality Of Our Car Seat Rain Cover And We Are Always Ready To Address Your Concerns. In Case You'Re Unhappy With Your Purchase Of Our Car Seat Rain Cover, Just Email Us And We Will Arrange The Refund Or Replacement Within 24 Hours!\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag,...\", \"asin\": \"B0B281MNNB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation\", \"asin\": \"B088WPKP3T\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"bemece Car Seat Rain Cover, Baby Car Seat Rain Cover Universal with Side Ventilation and Quick-Access Large Window, Protected from Rain, Snow, Wind and Dust, Baby Travel Accessories\", \"asin\": \"B0DJNDNF1H\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Bemece Stroller Rain Cover Universal Stroller, Travel Weather Shield Windproof and Waterproof Protect from Dust and Snow\", \"asin\": \"B07CNXQ65H\", \"price\": \"$17.98\", \"quantity\": \"\"},\n {\"title\": \"Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear\", \"asin\": \"B07VVF594F\", \"price\": \"$18.97\", \"quantity\": \"\"},\n {\"title\": \"Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)\", \"asin\": \"B082496BPT\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Waterproof Baby Car Seat Cover\\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm\", \"asin\": \"B0CL79XM89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Baby & Beyond's, Premium Rain Cover, Compatible with Doona Infant Car Seat Stroller (Regular)\", \"asin\": \"B082496BPT\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Stilnati Car Seat Rain Cover Universal Baby Stroller Accessory for Any Type of Car Seat Waterproof Compatible with Doona Stroller Protect from Dust Snow Wind 1 Pcs\", \"asin\": \"B0CP4B3HG1\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Car Seat Covers for Babies - Warm and Cozy Baby Car Seat Cover for Boy Girl Waterproof and Windproof Protection Baby Cold Weather, Winter Infants Carseat Canopies Covers with Thick Plush Lining\", \"asin\": \"B0DDTWGCQS\", \"price\": \"$30.99\", \"quantity\": \"\"},\n {\"title\": \"Waterproof Baby Car Seat Cover\\uff0cYVMVDV Patented Cold Weather Carseat Cover for Babies,Infant Car Seat Cover Canopy for Boy Girls,Windproof Car Seat Canopy for Boys & Girls, Keeps Babies Warm\", \"asin\": \"B0CL79XM89\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Universal Car Seat Rain Cover, Weather Shield for Infant Car Seat with Storage Bag, Side Ventilation & Handle Opening, Provides Extra Protect Baby During The Covid-19, Baby Travel Accessories, Black\", \"asin\": \"B0B281MNNB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Baby & Beyond's Car Seat Rain Cover, Universal Car Seat Rain and Weather Shield, Raincover Features Quick-Access Zipper Door and Side Ventilation\", \"asin\": \"B088WPKP3T\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Graco Travel System Weather Shield, Baby Rain Cover, Universal Size to fit Most Travel Systems, Waterproof, Windproof, Ventilation, Protection, Shade, Umbrella, Pram, Vinyl, Plasctic, Clear\", \"asin\": \"B07VVF594F\", \"price\": \"$18.97\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Car Seat Rain Cover,Food Grade EVA,Universal Car Seat Rain,Waterproof, Windproof Protection,Protect from Dust Snow,Rain Cover Features Quick-Access Zipper Door and Side Ventilation\", \"asin\": \"B08J7M7RN8\", \"price\": \"$16.99\"},\n {\"title\": \"Stroller Rain Cover and Baby Stroller Mosquito Net(2-Piece Set),Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield\", \"asin\": \"B088T4VQRF\", \"price\": \"$17.99\"},\n {\"title\": \"Clear Stroller Rain Cover, Universal Travel Weather Shield Breathable Baby Stroller Rain Cover for Windproof, Waterproof, Protect from Sun Dust Snow\", \"asin\": \"B08K75WMWR\", \"price\": \"$9.98\"},\n {\"title\": \"Universal Baby Weather Car Seat Rain Cover Waterproof, Protect from Snow Dust\", \"asin\": \"B08CNKZZN6\", \"price\": \"$12.99\"},\n {\"title\": \"UPPAbaby Rain Shield for Mesa and Aria Infant Car Seat Carriers - Waterproof and Windproof Coverage - Ventilated Design - Quick Attachment\", \"asin\": \"B00WVUYXSW\", \"price\": \"$14.99\"},\n {\"title\": \"Stroller Rain Cover,Universal Stroller Accessory,Waterproof, Windproof Protection,Protect from Dust Snow,Baby Travel Weather Shield\", \"asin\": \"B08D7825DD\", \"price\": \"$17.99\"}\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\": \"2025-05-05T21:20:22.852Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:20:28.020Z\", // 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
|
2025-05-05T21:20:28.020Z
|
click
|
suggested_term
|
rule
|
2025-05-05T21:20:28.020Z
|
train
| 542 |
2025-05-05T21:20:28.020Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:20:28.020Z", // 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>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 542,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:20:28.020Z\", // 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\",\n \"asin\": \"B094CBHKB9\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey\", \"asin\": \"B07MP6VXS3\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue\", \"asin\": \"B07DGPGQXN\", \"price\": \"$209.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:22:45.631Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-05T21:22:45.631Z
|
input
|
nuna car seat
|
rule
|
2025-05-05T21:22:45.631Z
|
train
| 543 |
2025-05-05T21:22:45.631Z
|
input
|
nuna car seat
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "nuna car seat"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"ads": [
{
"title": "Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark",
"asin": "B094CBHKB9"
}
],
"search_results": [
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey", "asin": "B07MP6VXS3", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue", "asin": "B07DGPGQXN", "price": "$209.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:22:45.631Z", // the timestamp when this action occurs
"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>nuna car seat</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>nuna car seat</answer_argument>",
"index": 543,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\",\n \"asin\": \"B094CBHKB9\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey\", \"asin\": \"B07MP6VXS3\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue\", \"asin\": \"B07DGPGQXN\", \"price\": \"$209.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:22:45.631Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\",\n \"asin\": \"B094CBHKB9\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey\", \"asin\": \"B07MP6VXS3\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue\", \"asin\": \"B07DGPGQXN\", \"price\": \"$209.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:23:23.114Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-05T21:23:23.114Z
|
input
|
nuna car seat
|
rule
|
2025-05-05T21:23:23.114Z
|
train
| 544 |
2025-05-05T21:23:23.114Z
|
input
|
nuna car seat
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "nuna car seat"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"ads": [
{
"title": "Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark",
"asin": "B094CBHKB9"
}
],
"search_results": [
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey", "asin": "B07MP6VXS3", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue", "asin": "B07DGPGQXN", "price": "$209.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:23:23.114Z", // the timestamp when this action occurs
"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>nuna car seat</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>nuna car seat</answer_argument>",
"index": 544,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\",\n \"asin\": \"B094CBHKB9\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey\", \"asin\": \"B07MP6VXS3\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue\", \"asin\": \"B07DGPGQXN\", \"price\": \"$209.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:23:23.114Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\",\n \"asin\": \"B094CBHKB9\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey\", \"asin\": \"B07MP6VXS3\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue\", \"asin\": \"B07DGPGQXN\", \"price\": \"$209.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:23:24.154Z\", // 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
|
2025-05-05T21:23:24.154Z
|
click_product
|
B0DPGNHW3V
|
rule
|
2025-05-05T21:23:24.154Z
|
train
| 545 |
2025-05-05T21:23:24.154Z
|
click_product
|
B0DPGNHW3V
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "nuna car seat"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"ads": [
{
"title": "Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark",
"asin": "B094CBHKB9"
}
],
"search_results": [
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey", "asin": "B07MP6VXS3", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue", "asin": "B07DGPGQXN", "price": "$209.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:23:24.154Z", // 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_product</answer_action><answer_argument>B0DPGNHW3V</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0DPGNHW3V</answer_argument>",
"index": 545,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Maxi-Cosi Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\",\n \"asin\": \"B094CBHKB9\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"NextFit Zip Convertible Car Seat, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing Toddler Car Seat 25-65 lbs., Baby Travel Gear | Carbon/Black/Grey\", \"asin\": \"B07MP6VXS3\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"MyFit Harness + Booster Car Seat, 5-Point Harness and High Back Seat, For children 25-100 lbs. | Fathom/Grey/Blue\", \"asin\": \"B07DGPGQXN\", \"price\": \"$209.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:23:24.154Z\", // 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Britax One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\",\n \"asin\": \"B0C74P3NV6\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)\", \"asin\": \"B0BH9GDZ8H\", \"price\": \"$523.80\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"},\n {\"title\": \"Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx\", \"asin\": \"B0BWH369CQ\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:24:13.633Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-05-05T21:24:13.633Z
|
click_product
|
B0CVBNKXZS
|
rule
|
2025-05-05T21:24:13.633Z
|
train
| 546 |
2025-05-05T21:24:13.633Z
|
click_product
|
B0CVBNKXZS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "nuna car seat"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"ads": [
{
"title": "Britax One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite",
"asin": "B0C74P3NV6"
}
],
"search_results": [
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": "FREE delivery Thu, May 8"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)", "asin": "B0BH9GDZ8H", "price": "$523.80", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": "FREE delivery Thu, May 8"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"},
{"title": "Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx", "asin": "B0BWH369CQ", "price": "$249.99", "delivery": " Two-Day FREE delivery Wed, May 7"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:24:13.633Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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>B0CVBNKXZS</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0CVBNKXZS</answer_argument>",
"index": 546,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Britax One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\",\n \"asin\": \"B0C74P3NV6\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)\", \"asin\": \"B0BH9GDZ8H\", \"price\": \"$523.80\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"},\n {\"title\": \"Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx\", \"asin\": \"B0BWH369CQ\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:24:13.633Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CVBNKXZS\"\n},\n {\n \"title\": \"UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\"\n},\n {\n \"price\": \"$349.99\"\n},\n {\n \"bullet_list\": \"Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\\u201d footprint to maximize space & accommodates European routing when installed without a base. It\\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Gwen\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\\u00e9lange/Silver Frame/Chestnut Leather)\", \"asin\": \"B0D9XM8YH2\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n {\"title\": \"BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall\", \"asin\": \"B0CMZFGLG1\", \"price\": \"$849.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)\", \"asin\": \"B0DQ1N9R33\", \"price\": \"$479.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood\", \"asin\": \"B0DN6HXXZR\", \"price\": \"$237.49\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"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\": \"2025-05-05T21:24:43.322Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-05T21:24:43.322Z
|
click
|
product_option
|
rule
|
2025-05-05T21:24:43.322Z
|
train
| 547 |
2025-05-05T21:24:43.322Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "nuna car seat"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B0CVBNKXZS"
},
{
"title": "UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)"
},
{
"price": "$349.99"
},
{
"bullet_list": "Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\u201d footprint to maximize space & accommodates European routing when installed without a base. It\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Gwen"
}
],
"promotion_items": [
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\u00e9lange/Silver Frame/Chestnut Leather)", "asin": "B0D9XM8YH2", "price": "$899.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall", "asin": "B0CMZFGLG1", "price": "$849.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)", "asin": "B0DQ1N9R33", "price": "$479.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood", "asin": "B0DN6HXXZR", "price": "$237.49", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:24:43.322Z", // the timestamp when this action occurs
"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": 547,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CVBNKXZS\"\n},\n {\n \"title\": \"UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\"\n},\n {\n \"price\": \"$349.99\"\n},\n {\n \"bullet_list\": \"Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\\u201d footprint to maximize space & accommodates European routing when installed without a base. It\\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Gwen\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\\u00e9lange/Silver Frame/Chestnut Leather)\", \"asin\": \"B0D9XM8YH2\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n {\"title\": \"BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall\", \"asin\": \"B0CMZFGLG1\", \"price\": \"$849.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)\", \"asin\": \"B0DQ1N9R33\", \"price\": \"$479.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood\", \"asin\": \"B0DN6HXXZR\", \"price\": \"$237.49\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"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\": \"2025-05-05T21:24:43.322Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"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\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CVBNKXZS\"\n},\n {\n \"title\": \"UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\"\n},\n {\n \"price\": \"$349.99\"\n},\n {\n \"bullet_list\": \"Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\\u201d footprint to maximize space & accommodates European routing when installed without a base. It\\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Declan\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\\u00e9lange/Silver Frame/Chestnut Leather)\", \"asin\": \"B0D9XM8YH2\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n {\"title\": \"BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall\", \"asin\": \"B0CMZFGLG1\", \"price\": \"$849.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)\", \"asin\": \"B0DQ1N9R33\", \"price\": \"$479.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood\", \"asin\": \"B0DN6HXXZR\", \"price\": \"$237.49\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"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\": \"2025-05-05T21:24:44.822Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-05T21:24:44.822Z
|
click
|
product_option
|
rule
|
2025-05-05T21:24:44.822Z
|
train
| 548 |
2025-05-05T21:24:44.822Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "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": "nuna car seat"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B0CVBNKXZS"
},
{
"title": "UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)"
},
{
"price": "$349.99"
},
{
"bullet_list": "Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\u201d footprint to maximize space & accommodates European routing when installed without a base. It\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Declan"
}
],
"promotion_items": [
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\u00e9lange/Silver Frame/Chestnut Leather)", "asin": "B0D9XM8YH2", "price": "$899.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall", "asin": "B0CMZFGLG1", "price": "$849.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)", "asin": "B0DQ1N9R33", "price": "$479.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood", "asin": "B0DN6HXXZR", "price": "$237.49", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:24:44.822Z", // the timestamp when this action occurs
"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": 548,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"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\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CVBNKXZS\"\n},\n {\n \"title\": \"UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\"\n},\n {\n \"price\": \"$349.99\"\n},\n {\n \"bullet_list\": \"Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\\u201d footprint to maximize space & accommodates European routing when installed without a base. It\\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Declan\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Declan (Oat M\\u00e9lange/Silver Frame/Chestnut Leather)\", \"asin\": \"B0D9XM8YH2\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n {\"title\": \"BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall\", \"asin\": \"B0CMZFGLG1\", \"price\": \"$849.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Clek Liing Infant Car Seat, Latte Ziip (Flame Retardant Free)\", \"asin\": \"B0DQ1N9R33\", \"price\": \"$479.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy DinerPal Wooden High Chair for Babies, Toddlers & Adults Up to 308 Lbs, Convertible Baby Highchair with Food-Grade Tray, Dishwasher-Safe, Adjustable & Ergonomic, Natural Wood\", \"asin\": \"B0DN6HXXZR\", \"price\": \"$237.49\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"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\": \"2025-05-05T21:24:44.822Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"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}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:35:25.756Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-05-05T21:35:25.756Z
|
click
|
suggested_term
|
rule
|
2025-05-05T21:35:25.756Z
|
train
| 549 |
2025-05-05T21:35:25.756Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "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": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:35:25.756Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 549,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"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}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:35:25.756Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\\\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.\",\n \"asin\": \"B0C74MCH7F\"\n},\n {\n \"title\": \"Go to detail page for \\\"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\\\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.\",\n \"asin\": \"B0CRX89QY1\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx\", \"asin\": \"B0BWH369CQ\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)\", \"asin\": \"B0BH9GDZ8H\", \"price\": \"$523.80\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:35:56.126Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-05T21:35:56.126Z
|
click_product
|
B0CVBNKXZS
|
rule
|
2025-05-05T21:35:56.126Z
|
train
| 550 |
2025-05-05T21:35:56.126Z
|
click_product
|
B0CVBNKXZS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "nuna car seat"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"ads": [
{
"title": "Go to detail page for \"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.",
"asin": "B0C74MCH7F"
},
{
"title": "Go to detail page for \"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.",
"asin": "B0CRX89QY1"
}
],
"search_results": [
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Fri, May 9"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx", "asin": "B0BWH369CQ", "price": "$249.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)", "asin": "B0BH9GDZ8H", "price": "$523.80", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:35:56.126Z", // the timestamp when this action occurs
"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>B0CVBNKXZS</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0CVBNKXZS</answer_argument>",
"index": 550,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\\\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.\",\n \"asin\": \"B0C74MCH7F\"\n},\n {\n \"title\": \"Go to detail page for \\\"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\\\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.\",\n \"asin\": \"B0CRX89QY1\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx\", \"asin\": \"B0BWH369CQ\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)\", \"asin\": \"B0BH9GDZ8H\", \"price\": \"$523.80\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:35:56.126Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CVBNKXZS\"\n},\n {\n \"title\": \"UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\"\n},\n {\n \"price\": \"$349.99\"\n},\n {\n \"bullet_list\": \"Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\\u201d footprint to maximize space & accommodates European routing when installed without a base. It\\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Declan\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n {\"title\": \"BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall\", \"asin\": \"B0CMZFGLG1\", \"price\": \"$849.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Nursing Bras for Breastfeeding, YN21 Seamless Ultra Comfort Maternity Bra, Natural Shape, Pregnancy Sleep Bralette\", \"asin\": \"B09QXKXC4C\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n {\"title\": \"Nanit Pro Smart Baby Monitor & Wall Mount \\u2013 1080p Secure Wi-Fi Video Camera, Sensor-Free Sleep & Breathing Motion Tracker, 2-Way Audio, Sound & Motion Alerts, Night Vision, and Breathing Band - White\", \"asin\": \"B08R13YRTD\", \"price\": \"$237.45\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:36:00.380Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-05T21:36:00.380Z
|
click
|
product_option
|
rule
|
2025-05-05T21:36:00.380Z
|
train
| 551 |
2025-05-05T21:36:00.380Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "nuna car seat"
}
],
"product_details": [
{
"asin": "B0CVBNKXZS"
},
{
"title": "UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)"
},
{
"price": "$349.99"
},
{
"bullet_list": "Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\u201d footprint to maximize space & accommodates European routing when installed without a base. It\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Declan"
}
],
"promotion_items": [
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall", "asin": "B0CMZFGLG1", "price": "$849.99", "quantity": ""},
{"title": "Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "quantity": ""},
{"title": "UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)", "asin": "B0D9XSJ5X5", "price": "$899.99", "quantity": ""},
{"title": "Mint Latch Baseless Infant Car Seat \u2013 Lightweight, Built-in Rigid Lower Anchor Atta...", "asin": "B0DHSZ11V6", "price": "$299.99", "quantity": ""},
{"title": "Rue Lightweight Infant Car Seat & Anti-Rebound Base \u2013Side-Impact Protection, 5-Poin...", "asin": "B0F1RVK4XN", "price": "$169.99", "quantity": ""},
{"title": "Momcozy Nursing Bras for Breastfeeding, YN21 Seamless Ultra Comfort Maternity Bra, Natural Shape, Pregnancy Sleep Bralette", "asin": "B09QXKXC4C", "price": "$29.99", "quantity": ""},
{"title": "UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\u00e9lange)", "asin": "B0B94QJ3NC", "price": "$329.99", "quantity": ""},
{"title": "Maxi-Cosi Zelia\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey", "asin": "B0BRT6NRCR", "price": "$399.99", "quantity": ""},
{"title": "Nanit Pro Smart Baby Monitor & Wall Mount \u2013 1080p Secure Wi-Fi Video Camera, Sensor-Free Sleep & Breathing Motion Tracker, 2-Way Audio, Sound & Motion Alerts, Night Vision, and Breathing Band - White", "asin": "B08R13YRTD", "price": "$237.45", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:36:00.380Z", // the timestamp when this action occurs
"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": 551,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"nuna car seat\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0CVBNKXZS\"\n},\n {\n \"title\": \"UPPAbaby Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\"\n},\n {\n \"price\": \"$349.99\"\n},\n {\n \"bullet_list\": \"Leather AS LIGHT AS IT GETS: With its featherweight design at just under 6 lbs., the Aria was designed to define new standards for on-the-go parents. Its strong yet light build with SmartSecure system & XL canopy provides a safe & comfortable ride for baby. LIGHTWEIGHT PORTABILITY: The ergonomic aluminum carry handle is designed for lightweight portability. The Aria has a 17\\u201d footprint to maximize space & accommodates European routing when installed without a base. It\\u2019s FAA certified for aircraft use. XL CANOPY WITH EXTENSION: The extra-large UPF 25+ hideaway canopy with back panel ventilation and pop out extended sunshade intuitively provides additional airflow and sun protection when needed and can be simply pushed back when not. ENHANCED SAFETY+INSTALLATION: Included base has a load leg & Anti-Rebound+ Panel that provides stability. The base helps limit rotation during a collision & reduces the chance of injury. Easy install with our SmartSecure system, auto-retracting LATCH. NO RE-THREAD HARNESS: The adjustable headrest offers a no re-thread, 5-point harness for a more accurate and customized fit as baby grows. Plus, our simple one-crotch buckle position makes buckling up a breeze.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Declan\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n {\"title\": \"BOB Gear Wayfinder Travel System, Infant Car Seat and Stroller Combo, Nightfall\", \"asin\": \"B0CMZFGLG1\", \"price\": \"$849.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Vista V3 Stroller - Full-Size Single-to-Double Stroller System - Toddler Seat, Bug Shield, Rain Shield, and Storage Bag Included - Jake (Charcoal/Carbon Frame/Black Leather)\", \"asin\": \"B0D9XSJ5X5\", \"price\": \"$899.99\", \"quantity\": \"\"},\n {\"title\": \"Mint Latch Baseless Infant Car Seat \\u2013 Lightweight, Built-in Rigid Lower Anchor Atta...\", \"asin\": \"B0DHSZ11V6\", \"price\": \"$299.99\", \"quantity\": \"\"},\n {\"title\": \"Rue Lightweight Infant Car Seat & Anti-Rebound Base \\u2013Side-Impact Protection, 5-Poin...\", \"asin\": \"B0F1RVK4XN\", \"price\": \"$169.99\", \"quantity\": \"\"},\n {\"title\": \"Momcozy Nursing Bras for Breastfeeding, YN21 Seamless Ultra Comfort Maternity Bra, Natural Shape, Pregnancy Sleep Bralette\", \"asin\": \"B09QXKXC4C\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"UPPAbaby Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Stella (Grey M\\u00e9lange)\", \"asin\": \"B0B94QJ3NC\", \"price\": \"$329.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi-Cosi Zelia\\u2122 Luxe 5-in-1 Modular - Baby Travel System Car Seat and Stroller, Infant Car Seat and Stroller Combo, Baby Car Seat and Stroller Combo in New Hope Grey\", \"asin\": \"B0BRT6NRCR\", \"price\": \"$399.99\", \"quantity\": \"\"},\n {\"title\": \"Nanit Pro Smart Baby Monitor & Wall Mount \\u2013 1080p Secure Wi-Fi Video Camera, Sensor-Free Sleep & Breathing Motion Tracker, 2-Way Audio, Sound & Motion Alerts, Night Vision, and Breathing Band - White\", \"asin\": \"B08R13YRTD\", \"price\": \"$237.45\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:36:00.380Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"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\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\\\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.\",\n \"asin\": \"B0C74MCH7F\"\n},\n {\n \"title\": \"Go to detail page for \\\"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\\\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.\",\n \"asin\": \"B0CRX89QY1\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx\", \"asin\": \"B0BWH369CQ\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)\", \"asin\": \"B0BH9GDZ8H\", \"price\": \"$523.80\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:36:45.497Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-05T21:36:45.497Z
|
click
|
filter
|
rule
|
2025-05-05T21:36:45.497Z
|
train
| 552 |
2025-05-05T21:36:45.497Z
|
click
|
filter
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "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": "nuna car seat"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"ads": [
{
"title": "Go to detail page for \"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.",
"asin": "B0C74MCH7F"
},
{
"title": "Go to detail page for \"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.",
"asin": "B0CRX89QY1"
}
],
"search_results": [
{"title": "Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\u00e9lange)", "asin": "B0DPGNHW3V", "price": "$549.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\u00e9lange/Saddle Leather)", "asin": "B0CVBNKXZS", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "delivery": "FREE delivery Fri, May 9"},
{"title": "Emme 360 Rotating Convertible Car Seat in Desert Wonder", "asin": "B0B8F15DXC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike", "asin": "B0987YSHNY", "price": "$439.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)", "asin": "B08YQQHS8G", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx", "asin": "B0CRWGG3XW", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark", "asin": "B094CBHKB9", "price": "$269.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey", "asin": "B0CXBRJR9F", "price": "$429.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder", "asin": "B0B4PLJC76", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham", "asin": "B019EGMGR0", "price": "$159.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient", "asin": "B0DHLSJM7Q", "price": "$223.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond", "asin": "B08C7DDMZ4", "price": "$159.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow", "asin": "B0BTQ4FZC1", "price": "$159.99", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Zelia\u2122 Luxe 5-in-1 Modular Travel System", "asin": "B0CBQH9ZXC", "price": "$399.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tayla\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder", "asin": "B0BZ55JNZQ", "price": "$559.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)", "asin": "B0DTXYFBS8", "price": "$412.49", "delivery": "FREE delivery Thu, May 8"},
{"title": "Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)", "asin": "B07R454CJG", "price": "$30.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)", "asin": "B0B94TJ36K", "price": "$329.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)", "asin": "B0DXP4XDSJ", "price": "$399.99", "delivery": "FREE delivery May 17 - 30 for Prime members"},
{"title": "Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray", "asin": "B0BL1L24DS", "price": "$329.99", "delivery": "FREE delivery Tue, May 13"},
{"title": "Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black", "asin": "B0B8DZHVW7", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite", "asin": "B0C74P3NV6", "price": "$349.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\u00b0 Rotation, Crash Tested and Certified", "asin": "B07F8HTSKD", "price": "$16.48", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx", "asin": "B0C6MXQLSG", "price": "$469.99", "delivery": " One-Day FREE delivery Tomorrow, May 6"},
{"title": "Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)", "asin": "B0BLQ91B4X", "price": "$342.31", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black", "asin": "B083F5P7VP", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)", "asin": "B071VHBYX8", "price": "$349.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple", "asin": "B09LKDP5DB", "price": "$319.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Peri\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder", "asin": "B0CT62H9FC", "price": "$449.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\u00e9lange)", "asin": "B0CVBHP9LS", "price": "$179.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge", "asin": "B0BL46DQXB"},
{"title": "Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy", "asin": "B08VS8D513", "price": "$365.49", "delivery": "FREE delivery Fri, May 9"},
{"title": "SnugRide Lite LX Infant Car Seat, Studio", "asin": "B07Y5S4VWT", "price": "$107.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Saffron SI 4-in-1 Car Seat \u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)", "asin": "B0DSCVMNLF", "price": "$289.99", "delivery": "FREE delivery May 8 - 12 Only 17 left in stock - order soon."},
{"title": "Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black", "asin": "B09MJJ8F26", "price": "$129.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Mico\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder", "asin": "B0CSQL3N7D", "price": "$299.99", "delivery": "FREE delivery Fri, May 9"},
{"title": "Modes Nest Travel System, Norah", "asin": "B07Y5V9RR9", "price": "$399.98", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Sirona S with Convertible Car Seat, 360\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black", "asin": "B08GHBGLHK", "price": "$369.99", "delivery": "FREE delivery Wed, May 14"},
{"title": "Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)", "asin": "B0DM2NDM41", "price": "$379.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx", "asin": "B0BWH369CQ", "price": "$249.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Everslim DLX Slim Convertible Car Seat\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge", "asin": "B0BV53D6T4", "price": "$199.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black", "asin": "B0BLJDGDWJ", "price": "$250.00", "delivery": "FREE delivery Tomorrow, May 6"},
{"title": "Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)", "asin": "B0BH9GDZ8H", "price": "$523.80", "delivery": "FREE delivery Sun, May 11 for Prime members"},
{"title": "Turn and Go DLX 360\u00b0 Rotating Convertible Car Seat in Dunes Edge", "asin": "B0BTFCYX79", "price": "$299.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers", "asin": "B0BV4FP21N", "price": "$289.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Modes Element Travel System", "asin": "B095L4667T", "price": "$231.99", "delivery": " Two-Day FREE delivery Wed, May 7"},
{"title": "Tranzitions 3 in 1 Harness Booster Seat", "asin": "B07C2RNRCJ"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-05T21:36:45.497Z", // the timestamp when this action occurs
"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>filter</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>filter</answer_argument>",
"index": 552,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"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\": \"nuna car seat\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Britax One4Life Convertible Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing Infant Car Seat to Forward-Facing Booster Seat, Performance Fabric, Cool N Dry Moonstone.\\\" Rated 4.7 out of 5 stars by 990 reviews. Eligible for Prime.\",\n \"asin\": \"B0C74MCH7F\"\n},\n {\n \"title\": \"Go to detail page for \\\"Britax Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Arctic Onyx.\\\" Rated 4.7 out of 5 stars by 462 reviews. Eligible for Prime.\",\n \"asin\": \"B0CRX89QY1\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Rove Convertible Car Seat - 2-in-1 Rear + Forward Facing - Quick + Secure 3-Step Install - Intuitive Safety Technology + Comfort Features - Cup Holder Included - Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0DPGNHW3V\", \"price\": \"$549.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Aria Lightweight Infant Car Seat/Just Under 6 lbs for Easy Portability/Base with Load Leg + Infant Insert Included/Direct Stroller Attachment/Greyson (Charcoal M\\u00e9lange/Saddle Leather)\", \"asin\": \"B0CVBNKXZS\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Emme 360 Rotating Convertible Car Seat in Desert Wonder\", \"asin\": \"B0B8F15DXC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"City Turn Rotating Convertible Car Seat, Unique 180-Degree Turn, Lightweight COOLMAX Fabric, Pike\", \"asin\": \"B0987YSHNY\", \"price\": \"$439.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Knox Convertible Car Seat/Rear Facing and Forward Facing/Intuitive Safety Features/Koroyd + CleanTech Technology/Removable Cup Holder Included/Jake (Charcoal)\", \"asin\": \"B08YQQHS8G\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Poplar S Convertible Car Seat, 2-in-1 Car Seat with Slim 17-Inch Design, ClickTight Technology, Sand Onyx\", \"asin\": \"B0CRWGG3XW\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pria All-in-One Convertible Car Seat, Rear Facing Car Seat for Infants from 4-40 lbs, Forward Facing Car Seat up to 100 lbs in Booster Seat Mode, After Dark\", \"asin\": \"B094CBHKB9\", \"price\": \"$269.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Fit360 ClearTex Rotating Convertible Car Seat with 360 Degree Rotation for Rear-Facing and Forward-Facing Usage, LeverLock Self-Tensioning Lock System | Slate/Grey\", \"asin\": \"B0CXBRJR9F\", \"price\": \"$429.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Pria Max All-in-One Convertible Car Seat, Rear Facing Car Seat (4-40 lbs), Forward Facing Car Seat (22-65 lbs), High Back Booster Seat (40-100 lbs), Pure COSI, Desert Wonder\", \"asin\": \"B0B4PLJC76\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Extend2Fit Convertible Baby Car Seat, Rear and Forward Facing, Adjustable Extension Panel for Extra Legroom, Gotham\", \"asin\": \"B019EGMGR0\", \"price\": \"$159.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"4Ever DLX 4-in-1 Car Seat, Maven | Infant to Toddler Car Seat, with 10 Years of Use | Rear-Facing, Forward-Facing and Booster Modes | Safe, Comfortable and Convenient\", \"asin\": \"B0DHLSJM7Q\", \"price\": \"$223.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Slimfit 3 in 1 Convertible Car Seat Slim & Comfy Design Saves Space in Your Back Seat, Redmond\", \"asin\": \"B08C7DDMZ4\", \"price\": \"$159.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico Luxe Infant Car Seat with Base, Rear Facing Car Seat For Babies, Baby Carseat 4-30 lbs, Baby Car Seats, Infant Car Seats, Midnight Glow\", \"asin\": \"B0BTQ4FZC1\", \"price\": \"$159.99\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Zelia\\u2122 Luxe 5-in-1 Modular Travel System\", \"asin\": \"B0CBQH9ZXC\", \"price\": \"$399.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tayla\\u2122 Max Travel System, Baby Stroller and Car Seat Combo, Car Seat Stroller Combo, Desert Wonder\", \"asin\": \"B0BZ55JNZQ\", \"price\": \"$559.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft DualRide Infant Car Seat Stroller Combo with Carryall Storage (Boone Gray)\", \"asin\": \"B0DTXYFBS8\", \"price\": \"$412.49\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Car Seat Protector, 2 Pack Carseat Protector with Thick Padding, Baby/Pets for Child Car Seat-Mesh Pockets-Waterproof-Universal Size(Black)\", \"asin\": \"B07R454CJG\", \"price\": \"$30.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Mesa V2 Infant Car Seat/Easy Installation/Innovative SmartSecure Technology/Base + Robust Infant Insert Included/Direct Stroller Attachment/Jake (Charcoal)\", \"asin\": \"B0B94TJ36K\", \"price\": \"$329.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft Intuiti Travel System with Revolve180 LiteMax NXT Rotational Infant Car Seat (Amaranth Pink)\", \"asin\": \"B0DXP4XDSJ\", \"price\": \"$399.99\", \"delivery\": \"FREE delivery May 17 - 30 for Prime members\"},\n {\"title\": \"Revolve360 Extend Convertible Car Seat with 360 Degree Rotation, Extended Rear-Facing, Forward-Facing, Booster Mode, and Secure Latch Install, Revere Gray\", \"asin\": \"B0BL1L24DS\", \"price\": \"$329.99\", \"delivery\": \"FREE delivery Tue, May 13\"},\n {\"title\": \"Emme 360 Car Seat: Rotating Car Seat 360, All-in-One Convertible, Car Seat 360 Rotation, Swivel Car Seat in Midnight Black\", \"asin\": \"B0B8DZHVW7\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"One4Life Convertible Infant Car Seat, 10 Years of Use from 5 to 120 Pounds, Converts from Rear-Facing to Forward-Facing Booster Seat, Machine-Washable Fabric, Glacier Graphite\", \"asin\": \"B0C74P3NV6\", \"price\": \"$349.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Baby Car Mirror, Safety Car Seat Mirror for Rear Facing Infant with Wide Crystal Clear View, Shatterproof, 360\\u00b0 Rotation, Crash Tested and Certified\", \"asin\": \"B07F8HTSKD\", \"price\": \"$16.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Willow Brook S+ Baby Travel System, Infant Car Seat and Stroller Combo with Alpine Base, ClickTight Technology, SafeWash Insert and Cover, Sand Onyx\", \"asin\": \"B0C6MXQLSG\", \"price\": \"$469.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Revolve360 Slim 2-in-1 Rotational Car Seat with Quick Clean Cover (Salem Black)\", \"asin\": \"B0BLQ91B4X\", \"price\": \"$342.31\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Radian 3R, 3-in-1 Convertible Car Seat, Rear Facing & Forward Facing, 10 Years 1 Car Seat, Slim Fit 3 Across, Jet Black\", \"asin\": \"B083F5P7VP\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Modular Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar (Desert Tan)\", \"asin\": \"B071VHBYX8\", \"price\": \"$349.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"OneFit ClearTex All-in-One Car Seat, Slim Design, Rear-Facing Seat for Infants 5-40 lbs., Forward-Facing 25-65 lbs., Booster 40-100 lbs., Convertible Car Seat | Lilac/Purple\", \"asin\": \"B09LKDP5DB\", \"price\": \"$319.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Peri\\u2122 180 Rotating Infant Car Seat, Baby Car Seat Rotating Carseat, Swivel Car Seat, Desert Wonder\", \"asin\": \"B0CT62H9FC\", \"price\": \"$449.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Alta V2 High Back Booster Seat/Seven-Position, Active Support Headrest for Growing Children/SecureFit Integrated Belt Guide + Positioner/Cup Holder Included/Kavneer (Almond M\\u00e9lange)\", \"asin\": \"B0CVBHP9LS\", \"price\": \"$179.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Turn2Me 3-in-1 Convertible Car Seat, Rotating Seat feature, with Rear-Facing, Forward-Facing and Highback Booster options in Cambridge\", \"asin\": \"B0BL46DQXB\"},\n {\"title\": \"Bravo 3-in-1 Trio Travel System, Quick-Fold Car Seat and Stroller Combo with KeyFit 30 for Infant | Brooklyn/Navy\", \"asin\": \"B08VS8D513\", \"price\": \"$365.49\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"SnugRide Lite LX Infant Car Seat, Studio\", \"asin\": \"B07Y5S4VWT\", \"price\": \"$107.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Saffron SI 4-in-1 Car Seat \\u2013 Car Seat for Infants to Toddlers to Big Kids - 4 Modes, 10-Position No-Rethread Headrest & Harness (Dove)\", \"asin\": \"B0DSCVMNLF\", \"price\": \"$289.99\", \"delivery\": \"FREE delivery May 8 - 12 Only 17 left in stock - order soon.\"},\n {\"title\": \"Romi Convertible Car Seat, Converts from Rear Facing Car Seat (5-40 lbs) to Forward Facing Car Seat (22-40 lbs) Essential Black\", \"asin\": \"B09MJJ8F26\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Mico\\u2122 Luxe+ Baby Car Seat: Infant Car Seat with Base and Versatile Baby Carrier Seat Functionality, Desert Wonder\", \"asin\": \"B0CSQL3N7D\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Fri, May 9\"},\n {\"title\": \"Modes Nest Travel System, Norah\", \"asin\": \"B07Y5V9RR9\", \"price\": \"$399.98\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Sirona S with Convertible Car Seat, 360\\u00b0 Rotating Seat, Rear-Facing or Forward-Facing Car Seat, Easy Installation, SensorSafe Chest Clip, Instant Safety Alerts, Urban Black\", \"asin\": \"B08GHBGLHK\", \"price\": \"$369.99\", \"delivery\": \"FREE delivery Wed, May 14\"},\n {\"title\": \"Revolve360 Extend All-in-One Rotational Car Seat with Quick Clean Cover (Rowe Pink)\", \"asin\": \"B0DM2NDM41\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Willow S Infant Car Seat with Alpine Base, ClickTight Technology, Rear Facing Car Seat with RightSize System, Glacier Onyx\", \"asin\": \"B0BWH369CQ\", \"price\": \"$249.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Everslim DLX Slim Convertible Car Seat\\u2013 A 4-in-1 Convertible Child Safety Car Seats; Baby Car Seats for 5-100 lbs, Dunes Edge\", \"asin\": \"B0BV53D6T4\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Pivot Suite Travel System with LiteMax Infant Car Seat with Anti-Rebound Bar Dunloe Black\", \"asin\": \"B0BLJDGDWJ\", \"price\": \"$250.00\", \"delivery\": \"FREE delivery Tomorrow, May 6\"},\n {\"title\": \"Shyft DualRide with Carryall Storage Infant Car Seat and Stroller Combo (Boone Gray)\", \"asin\": \"B0BH9GDZ8H\", \"price\": \"$523.80\", \"delivery\": \"FREE delivery Sun, May 11 for Prime members\"},\n {\"title\": \"Turn and Go DLX 360\\u00b0 Rotating Convertible Car Seat in Dunes Edge\", \"asin\": \"B0BTFCYX79\", \"price\": \"$299.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"KeyFit 35 Zip ClearTex Infant Car Seat and Base - Rear-Facing for 4-35 lbs Infants, With Head/Body Support, Zip Shield, Compatible with Chicco Strollers\", \"asin\": \"B0BV4FP21N\", \"price\": \"$289.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Modes Element Travel System\", \"asin\": \"B095L4667T\", \"price\": \"$231.99\", \"delivery\": \" Two-Day FREE delivery Wed, May 7\"},\n {\"title\": \"Tranzitions 3 in 1 Harness Booster Seat\", \"asin\": \"B07C2RNRCJ\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-05T21:36:45.497Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\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\": \"2025-05-07T01:15:49.268Z\", // 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
|
2025-05-07T01:15:49.268Z
|
click
|
suggested_term
|
rule
|
2025-05-07T01:15:49.268Z
|
train
| 553 |
2025-05-07T01:15:49.268Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
<|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": "2025-05-07T01:15:49.268Z", // 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>suggested_term</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>suggested_term</answer_argument>",
"index": 553,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\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\": \"2025-05-07T01:15:49.268Z\", // 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"tide fragrance free\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Tide Oxi Boost Power PODS Laundry Detergent Pods, 45 Count, Stain Remover Plus Oxi Power.\\\" Rated 4.8 out of 5 stars by 528 reviews. Eligible for Prime.\",\n \"asin\": \"B0DJPNYMF7\"\n},\n {\n \"title\": \"Go to detail page for \\\"Tide Oxi Boost Power PODS Laundry Detergent Pods, 57 Count, Stain Remover Plus Oxi Power.\\\" Eligible for Prime.\",\n \"asin\": \"B0DL75MCHZ\"\n},\n {\n \"title\": \"Go to detail page for \\\"Tide Oxi Boost Power PODS Laundry Detergent Pods, 32 Count, Stain Remover Plus Oxi Power.\\\" Eligible for Prime.\",\n \"asin\": \"B0DL6MTZ94\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Free & Gentle, Liquid Laundry Detergent Soap, Unscented, Hypoallergenic for Sensitive Skin and Free of Dyes, HE Compatible, 64 Loads, 84 fl oz\", \"asin\": \"B085V5ZMV9\", \"price\": \"$12.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible\", \"asin\": \"B0CQ3D4H1Y\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent\", \"asin\": \"B0BTKKJLLS\", \"price\": \"$27.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Simply Liquid Laundry Detergent, Free & Sensitive, 89 Loads, 117 oz, Tide Liquid Laundry Detergent, Laundry Soap\", \"asin\": \"B0CPTDGG31\", \"price\": \"$10.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 113 Loads, 4.4 L, Tide Laundry Detergent, Clean Laundry Detergent\", \"asin\": \"B0CPTDTQN1\", \"price\": \"$22.56\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 63 fl oz, 48 Loads, HE Compatible\", \"asin\": \"B0CQ3ZH4QW\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 74 loads, 105 fl oz\", \"asin\": \"B0CQ3VZPMV\", \"price\": \"$16.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"PODS Free & Gentle Liquid Laundry Detergent Pacs, 76 count\", \"asin\": \"B0BSJSFY1M\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 84 fl oz, 64 Loads, HE Compatible\", \"asin\": \"B0CQPPT3LP\", \"price\": \"$12.97\", \"delivery\": \" FREE delivery Tomorrow 10 AM - 12 PM on orders over $50\"},\n {\"title\": \"PODS Free and Gentle Odor Refresh Laundry Detergent Pacs, 45 Count, Hypoallergenic Laundry Detergent Pacs\", \"asin\": \"B0DQR9VRQ9\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 81 Count, Tide PODS Laundry Detergent\", \"asin\": \"B00VRAF7ZU\", \"price\": \"$21.28\", \"delivery\": \" Two-Day FREE delivery Thu, May 8\"},\n {\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 57 Count, Tide PODS Laundry Detergent\", \"asin\": \"B00J98YDPW\", \"price\": \"$14.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Hygienic Clean Heavy Duty 10x Free Power PODS Laundry Detergent 45 count Unscented For Visible and Invisible Dirt\", \"asin\": \"B0BSJS7RZW\", \"price\": \"$23.89\", \"delivery\": \" Two-Day FREE delivery Thu, May 8\"},\n {\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 42 Count, Tide PODS Laundry Detergent (Packaging May Vary)\", \"asin\": \"B0747YGSFP\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"PODS Ultra OXI Free Laundry Detergent Pacs, National Eczema Association and National Psoriasis Foundation Recommended, 57 count\", \"asin\": \"B0BSK7K5M5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Purclean Liquid Laundry Detergent, Unscented, 63 fl oz, 48 Loads\", \"asin\": \"B0CQ3W1CMS\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Free and Gentle Odor Refresh Laundry Detergent Liquid, 65 Count, 92 fl oz, Hypoallergenic Laundry Detergent\", \"asin\": \"B0DQVJKJF2\", \"price\": \"$16.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Free & Gentle HE Liquid Laundry Detergent, Unscented, 1.09 L (24 Loads) - Packaging May Vary\", \"asin\": \"B00IZUK1GA\", \"price\": \"$16.00\", \"delivery\": \"FREE delivery Thu, May 15 Or fastest delivery May 8 - 9 Only 8 left in stock - order soon.\"},\n {\"title\": \"Free and Gentle Odor Refresh Laundry Detergent Liquid, 94 Count, 132 fl oz, Hypoallergenic Laundry Detergent\", \"asin\": \"B0DQVG5WX7\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Free And Gentle Eco-Box Laundry Detergent Liquid Soap, Ultra Concentrated He, 96 Loads - Unscented And Hypoallergenic For Sensitive Skin, Free And Clear Of Dyes And Perfumes\", \"asin\": \"B084W9WDJL\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Wed, May 14 Only 4 left in stock - order soon.\"},\n {\"title\": \"Clean and Gentle Powder Laundry Detergent, Unscented, 68 Loads, 77 oz\", \"asin\": \"B0DT4T9DHN\", \"price\": \"$18.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"PODS Free & Gentle Liquid Laundry Detergent Pacs, 35 count\", \"asin\": \"B00J98YB8G\", \"price\": \"$10.99\", \"delivery\": \" FREE delivery Tomorrow 10 AM - 12 PM on orders over $50\"},\n {\"title\": \"Power PODs Hygienic Clean Heavy Duty Liquid Laundry Detergent Pacs, Free and Clear of Dyes and Perfumes, For Visible and Invisible Dirt, 45 Count, HE Compatible\", \"asin\": \"B0BJM1MXG5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"PODS Free and Gentle, Laundry Detergent Soap PODS, HE, 96 Count - Unscented and Hypoallergenic for Sensitive Skin, Free and Clear of Dyes and Perfumes\", \"asin\": \"B07JMK7STT\", \"price\": \"$36.20\", \"delivery\": \"FREE delivery May 8 - 9\"},\n {\"title\": \"Free & Gentle, 95 Oz, Unscented, Powder\", \"asin\": \"B009P7XF7Y\", \"price\": \"$177.89\", \"delivery\": \"FREE delivery May 12 - 14 Or fastest delivery Fri, May 9 Only 6 left in stock - order soon.\"},\n {\"title\": \"Simply Clean & Sensitive Laundry Detergent, Cool Cotton Scent, 89 Loads, 117 Fl Oz, Tide Laundry Detergent, Laundry Soap\", \"asin\": \"B0CPTF4DW6\", \"price\": \"$10.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 102 Count, Tide PODS Laundry Detergent, Laundry Detergent Pacs, Laundry PODS Detergent\", \"asin\": \"B0DKVNZ34S\", \"price\": \"$24.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Tide Free & Gentle Liquid Laundry Detergent, 96 loads 138 fl oz, 138 Fl Oz\", \"asin\": \"B085F79BWG\", \"price\": \"$39.89\", \"delivery\": \"FREE delivery Thu, May 15\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, Unscented, 1.47 L (32 Loads)\", \"asin\": \"B00199IHP6\", \"price\": \"$25.60\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Free and Gentle HE Liquid Laundry Detergent, Unscented and Hypoallergenic for Sensitive Skin, 32 Loads (Packaging May Vary)\", \"asin\": \"B00IO973QS\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 106 loads, 149 oz\", \"asin\": \"B0CPTDNJ14\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 64 loads\", \"asin\": \"B0864N3WPL\"},\n {\"title\": \"PGC41823, Free & Gentle Detergent, 1 / Bottle\", \"asin\": \"B0864MM6JF\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 21 - Jun 13 for Prime members\"},\n {\"title\": \"PODS Free & Gentle, Laundry Detergent Soap Pods, Unscented, 3 Bag Value Pack, 111 Count, HE Compatible\", \"asin\": \"B09FFWSHF8\"},\n {\"title\": \"Laundry Detergent Pods, Free & Gentle, 81 Count (Pack of 1)\", \"asin\": \"B074QVFKVL\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible\", \"asin\": \"B0DBX4F5JG\"},\n {\"title\": \"PODS Liquid Laundry Detergent Pacs Free & Gentle 152-count, LARGE, White\", \"asin\": \"B0BHZGSW49\", \"price\": \"$50.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Rinse & Refresh Free & Gentle Laundry Odor Remover and Fabric Softener, Fragrance Free, 48 fl oz, No Dyes or Heavy Perfumes\", \"asin\": \"B0C8X88GG2\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"Liquid Laundry Detergent, Free Clear for Sensitive Skin, Unscented and Hypoallergenic, 2X Concentrated, 110 Loads\", \"asin\": \"B07GWW54HL\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Deep Clean Free & Clear Liquid Laundry Detergent, Free of Dyes, Perfumes and Phosphates, Dermatologist Tested, 102 Fl Oz, 68 Loads\", \"asin\": \"B0DSQYRCQ7\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Sensitive Skin Free & Clear Liquid Laundry Detergent, 105 fl oz, 105 Loads\", \"asin\": \"B0BBNC6WCM\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Ultra OXI Power PODS with Odor Eliminators Laundry Detergent Pacs, For Visible and Invisible Dirt, 45 Count, Tide PODS Laundry Detergent, Laundry Pacs\", \"asin\": \"B0BSK1B5G3\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Power Sheets Laundry Detergent, Fragrance Free, Dermatologist Tested Concentrated Laundry Detergent Sheets, 50 Count, up to 100 Small Loads\", \"asin\": \"B0CVLXB8WR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Laundry Detergent Liquid, Original Scent, HE Compatible, 100 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)\", \"asin\": \"B0BNWCTNYN\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 107 loads 154 fl oz, HE Compatible\", \"asin\": \"B09TWQR5GD\", \"price\": \"$37.98\", \"delivery\": \" Two-Day FREE delivery Thu, May 8\"},\n {\"title\": \"Mighty Pacs with stainlifters free clear Laundry Detergent, Free Clear for Sensitive Skin, 66 Count - (Pack of 2)\", \"asin\": \"B08CNGPC5B\", \"price\": \"$35.84\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Simply All-In-One Liquid Laundry Detergent, Daybreak Fresh Scent, 138 Loads, 182 fl oz\", \"asin\": \"B0DPGH8KKD\", \"price\": \"$14.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Laundry Detergent Liquid, Free Clear for Sensitive Skin, Odor Relief, Unscented and Hypoallergenic, 2X Concentrated, 90 Loads\", \"asin\": \"B08ZHJNCFQ\", \"price\": \"$21.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T01:16:29.662Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T01:16:29.662Z
|
click_product
|
B0BTKKJLLS
|
rule
|
2025-05-07T01:16:29.662Z
|
train
| 554 |
2025-05-07T01:16:29.662Z
|
click_product
|
B0BTKKJLLS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "tide fragrance free"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"ads": [
{
"title": "Go to detail page for \"Tide Oxi Boost Power PODS Laundry Detergent Pods, 45 Count, Stain Remover Plus Oxi Power.\" Rated 4.8 out of 5 stars by 528 reviews. Eligible for Prime.",
"asin": "B0DJPNYMF7"
},
{
"title": "Go to detail page for \"Tide Oxi Boost Power PODS Laundry Detergent Pods, 57 Count, Stain Remover Plus Oxi Power.\" Eligible for Prime.",
"asin": "B0DL75MCHZ"
},
{
"title": "Go to detail page for \"Tide Oxi Boost Power PODS Laundry Detergent Pods, 32 Count, Stain Remover Plus Oxi Power.\" Eligible for Prime.",
"asin": "B0DL6MTZ94"
}
],
"search_results": [
{"title": "Free & Gentle, Liquid Laundry Detergent Soap, Unscented, Hypoallergenic for Sensitive Skin and Free of Dyes, HE Compatible, 64 Loads, 84 fl oz", "asin": "B085V5ZMV9", "price": "$12.75", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible", "asin": "B0CQ3D4H1Y", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent", "asin": "B0BTKKJLLS", "price": "$27.24", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Simply Liquid Laundry Detergent, Free & Sensitive, 89 Loads, 117 oz, Tide Liquid Laundry Detergent, Laundry Soap", "asin": "B0CPTDGG31", "price": "$10.44", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 113 Loads, 4.4 L, Tide Laundry Detergent, Clean Laundry Detergent", "asin": "B0CPTDTQN1", "price": "$22.56", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 63 fl oz, 48 Loads, HE Compatible", "asin": "B0CQ3ZH4QW", "price": "$10.97", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 74 loads, 105 fl oz", "asin": "B0CQ3VZPMV", "price": "$16.88", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "PODS Free & Gentle Liquid Laundry Detergent Pacs, 76 count", "asin": "B0BSJSFY1M", "price": "$19.97", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Free & Gentle Liquid Laundry Detergent, 84 fl oz, 64 Loads, HE Compatible", "asin": "B0CQPPT3LP", "price": "$12.97", "delivery": " FREE delivery Tomorrow 10 AM - 12 PM on orders over $50"},
{"title": "PODS Free and Gentle Odor Refresh Laundry Detergent Pacs, 45 Count, Hypoallergenic Laundry Detergent Pacs", "asin": "B0DQR9VRQ9", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 81 Count, Tide PODS Laundry Detergent", "asin": "B00VRAF7ZU", "price": "$21.28", "delivery": " Two-Day FREE delivery Thu, May 8"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 57 Count, Tide PODS Laundry Detergent", "asin": "B00J98YDPW", "price": "$14.97", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Hygienic Clean Heavy Duty 10x Free Power PODS Laundry Detergent 45 count Unscented For Visible and Invisible Dirt", "asin": "B0BSJS7RZW", "price": "$23.89", "delivery": " Two-Day FREE delivery Thu, May 8"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 42 Count, Tide PODS Laundry Detergent (Packaging May Vary)", "asin": "B0747YGSFP", "price": "$12.97", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Ultra OXI Free Laundry Detergent Pacs, National Eczema Association and National Psoriasis Foundation Recommended, 57 count", "asin": "B0BSK7K5M5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Purclean Liquid Laundry Detergent, Unscented, 63 fl oz, 48 Loads", "asin": "B0CQ3W1CMS", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free and Gentle Odor Refresh Laundry Detergent Liquid, 65 Count, 92 fl oz, Hypoallergenic Laundry Detergent", "asin": "B0DQVJKJF2", "price": "$16.46", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free & Gentle HE Liquid Laundry Detergent, Unscented, 1.09 L (24 Loads) - Packaging May Vary", "asin": "B00IZUK1GA", "price": "$16.00", "delivery": "FREE delivery Thu, May 15 Or fastest delivery May 8 - 9 Only 8 left in stock - order soon."},
{"title": "Free and Gentle Odor Refresh Laundry Detergent Liquid, 94 Count, 132 fl oz, Hypoallergenic Laundry Detergent", "asin": "B0DQVG5WX7", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free And Gentle Eco-Box Laundry Detergent Liquid Soap, Ultra Concentrated He, 96 Loads - Unscented And Hypoallergenic For Sensitive Skin, Free And Clear Of Dyes And Perfumes", "asin": "B084W9WDJL", "price": "$47.99", "delivery": "FREE delivery Wed, May 14 Only 4 left in stock - order soon."},
{"title": "Clean and Gentle Powder Laundry Detergent, Unscented, 68 Loads, 77 oz", "asin": "B0DT4T9DHN", "price": "$18.89", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free & Gentle Liquid Laundry Detergent Pacs, 35 count", "asin": "B00J98YB8G", "price": "$10.99", "delivery": " FREE delivery Tomorrow 10 AM - 12 PM on orders over $50"},
{"title": "Power PODs Hygienic Clean Heavy Duty Liquid Laundry Detergent Pacs, Free and Clear of Dyes and Perfumes, For Visible and Invisible Dirt, 45 Count, HE Compatible", "asin": "B0BJM1MXG5", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free and Gentle, Laundry Detergent Soap PODS, HE, 96 Count - Unscented and Hypoallergenic for Sensitive Skin, Free and Clear of Dyes and Perfumes", "asin": "B07JMK7STT", "price": "$36.20", "delivery": "FREE delivery May 8 - 9"},
{"title": "Free & Gentle, 95 Oz, Unscented, Powder", "asin": "B009P7XF7Y", "price": "$177.89", "delivery": "FREE delivery May 12 - 14 Or fastest delivery Fri, May 9 Only 6 left in stock - order soon."},
{"title": "Simply Clean & Sensitive Laundry Detergent, Cool Cotton Scent, 89 Loads, 117 Fl Oz, Tide Laundry Detergent, Laundry Soap", "asin": "B0CPTF4DW6", "price": "$10.44", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "PODS Free & Gentle Laundry Detergent Soap Pacs, 102 Count, Tide PODS Laundry Detergent, Laundry Detergent Pacs, Laundry PODS Detergent", "asin": "B0DKVNZ34S", "price": "$24.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Tide Free & Gentle Liquid Laundry Detergent, 96 loads 138 fl oz, 138 Fl Oz", "asin": "B085F79BWG", "price": "$39.89", "delivery": "FREE delivery Thu, May 15"},
{"title": "Free & Gentle Liquid Laundry Detergent, Unscented, 1.47 L (32 Loads)", "asin": "B00199IHP6", "price": "$25.60", "delivery": "FREE delivery Thu, May 8"},
{"title": "Free and Gentle HE Liquid Laundry Detergent, Unscented and Hypoallergenic for Sensitive Skin, 32 Loads (Packaging May Vary)", "asin": "B00IO973QS", "price": "$26.00", "delivery": "FREE delivery Thu, May 8"},
{"title": "Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 106 loads, 149 oz", "asin": "B0CPTDNJ14"},
{"title": "Free & Gentle Liquid Laundry Detergent, 64 loads", "asin": "B0864N3WPL"},
{"title": "PGC41823, Free & Gentle Detergent, 1 / Bottle", "asin": "B0864MM6JF", "price": "$19.99", "delivery": "FREE delivery May 21 - Jun 13 for Prime members"},
{"title": "PODS Free & Gentle, Laundry Detergent Soap Pods, Unscented, 3 Bag Value Pack, 111 Count, HE Compatible", "asin": "B09FFWSHF8"},
{"title": "Laundry Detergent Pods, Free & Gentle, 81 Count (Pack of 1)", "asin": "B074QVFKVL"},
{"title": "Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible", "asin": "B0DBX4F5JG"},
{"title": "PODS Liquid Laundry Detergent Pacs Free & Gentle 152-count, LARGE, White", "asin": "B0BHZGSW49", "price": "$50.52", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Rinse & Refresh Free & Gentle Laundry Odor Remover and Fabric Softener, Fragrance Free, 48 fl oz, No Dyes or Heavy Perfumes", "asin": "B0C8X88GG2", "price": "$12.99", "delivery": "FREE delivery Mon, May 12 for Prime members"},
{"title": "Liquid Laundry Detergent, Free Clear for Sensitive Skin, Unscented and Hypoallergenic, 2X Concentrated, 110 Loads", "asin": "B07GWW54HL", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Deep Clean Free & Clear Liquid Laundry Detergent, Free of Dyes, Perfumes and Phosphates, Dermatologist Tested, 102 Fl Oz, 68 Loads", "asin": "B0DSQYRCQ7", "price": "$11.98", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Sensitive Skin Free & Clear Liquid Laundry Detergent, 105 fl oz, 105 Loads", "asin": "B0BBNC6WCM", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Ultra OXI Power PODS with Odor Eliminators Laundry Detergent Pacs, For Visible and Invisible Dirt, 45 Count, Tide PODS Laundry Detergent, Laundry Pacs", "asin": "B0BSK1B5G3", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Power Sheets Laundry Detergent, Fragrance Free, Dermatologist Tested Concentrated Laundry Detergent Sheets, 50 Count, up to 100 Small Loads", "asin": "B0CVLXB8WR", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Laundry Detergent Liquid, Original Scent, HE Compatible, 100 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)", "asin": "B0BNWCTNYN", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Free & Gentle Liquid Laundry Detergent, 107 loads 154 fl oz, HE Compatible", "asin": "B09TWQR5GD", "price": "$37.98", "delivery": " Two-Day FREE delivery Thu, May 8"},
{"title": "Mighty Pacs with stainlifters free clear Laundry Detergent, Free Clear for Sensitive Skin, 66 Count - (Pack of 2)", "asin": "B08CNGPC5B", "price": "$35.84", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Simply All-In-One Liquid Laundry Detergent, Daybreak Fresh Scent, 138 Loads, 182 fl oz", "asin": "B0DPGH8KKD", "price": "$14.94", "delivery": " One-Day FREE delivery Tomorrow, May 7"},
{"title": "Laundry Detergent Liquid, Free Clear for Sensitive Skin, Odor Relief, Unscented and Hypoallergenic, 2X Concentrated, 90 Loads", "asin": "B08ZHJNCFQ", "price": "$21.65", "delivery": " One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T01:16:29.662Z", // the timestamp when this action occurs
"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>B0BTKKJLLS</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0BTKKJLLS</answer_argument>",
"index": 554,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"tide fragrance free\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"Tide Oxi Boost Power PODS Laundry Detergent Pods, 45 Count, Stain Remover Plus Oxi Power.\\\" Rated 4.8 out of 5 stars by 528 reviews. Eligible for Prime.\",\n \"asin\": \"B0DJPNYMF7\"\n},\n {\n \"title\": \"Go to detail page for \\\"Tide Oxi Boost Power PODS Laundry Detergent Pods, 57 Count, Stain Remover Plus Oxi Power.\\\" Eligible for Prime.\",\n \"asin\": \"B0DL75MCHZ\"\n},\n {\n \"title\": \"Go to detail page for \\\"Tide Oxi Boost Power PODS Laundry Detergent Pods, 32 Count, Stain Remover Plus Oxi Power.\\\" Eligible for Prime.\",\n \"asin\": \"B0DL6MTZ94\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Free & Gentle, Liquid Laundry Detergent Soap, Unscented, Hypoallergenic for Sensitive Skin and Free of Dyes, HE Compatible, 64 Loads, 84 fl oz\", \"asin\": \"B085V5ZMV9\", \"price\": \"$12.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible\", \"asin\": \"B0CQ3D4H1Y\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 112 Count, Tide PODS Laundry Detergent\", \"asin\": \"B0BTKKJLLS\", \"price\": \"$27.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Simply Liquid Laundry Detergent, Free & Sensitive, 89 Loads, 117 oz, Tide Liquid Laundry Detergent, Laundry Soap\", \"asin\": \"B0CPTDGG31\", \"price\": \"$10.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 113 Loads, 4.4 L, Tide Laundry Detergent, Clean Laundry Detergent\", \"asin\": \"B0CPTDTQN1\", \"price\": \"$22.56\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 63 fl oz, 48 Loads, HE Compatible\", \"asin\": \"B0CQ3ZH4QW\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 74 loads, 105 fl oz\", \"asin\": \"B0CQ3VZPMV\", \"price\": \"$16.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"PODS Free & Gentle Liquid Laundry Detergent Pacs, 76 count\", \"asin\": \"B0BSJSFY1M\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 84 fl oz, 64 Loads, HE Compatible\", \"asin\": \"B0CQPPT3LP\", \"price\": \"$12.97\", \"delivery\": \" FREE delivery Tomorrow 10 AM - 12 PM on orders over $50\"},\n {\"title\": \"PODS Free and Gentle Odor Refresh Laundry Detergent Pacs, 45 Count, Hypoallergenic Laundry Detergent Pacs\", \"asin\": \"B0DQR9VRQ9\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 81 Count, Tide PODS Laundry Detergent\", \"asin\": \"B00VRAF7ZU\", \"price\": \"$21.28\", \"delivery\": \" Two-Day FREE delivery Thu, May 8\"},\n {\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 57 Count, Tide PODS Laundry Detergent\", \"asin\": \"B00J98YDPW\", \"price\": \"$14.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Hygienic Clean Heavy Duty 10x Free Power PODS Laundry Detergent 45 count Unscented For Visible and Invisible Dirt\", \"asin\": \"B0BSJS7RZW\", \"price\": \"$23.89\", \"delivery\": \" Two-Day FREE delivery Thu, May 8\"},\n {\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 42 Count, Tide PODS Laundry Detergent (Packaging May Vary)\", \"asin\": \"B0747YGSFP\", \"price\": \"$12.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"PODS Ultra OXI Free Laundry Detergent Pacs, National Eczema Association and National Psoriasis Foundation Recommended, 57 count\", \"asin\": \"B0BSK7K5M5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Purclean Liquid Laundry Detergent, Unscented, 63 fl oz, 48 Loads\", \"asin\": \"B0CQ3W1CMS\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Free and Gentle Odor Refresh Laundry Detergent Liquid, 65 Count, 92 fl oz, Hypoallergenic Laundry Detergent\", \"asin\": \"B0DQVJKJF2\", \"price\": \"$16.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Free & Gentle HE Liquid Laundry Detergent, Unscented, 1.09 L (24 Loads) - Packaging May Vary\", \"asin\": \"B00IZUK1GA\", \"price\": \"$16.00\", \"delivery\": \"FREE delivery Thu, May 15 Or fastest delivery May 8 - 9 Only 8 left in stock - order soon.\"},\n {\"title\": \"Free and Gentle Odor Refresh Laundry Detergent Liquid, 94 Count, 132 fl oz, Hypoallergenic Laundry Detergent\", \"asin\": \"B0DQVG5WX7\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Free And Gentle Eco-Box Laundry Detergent Liquid Soap, Ultra Concentrated He, 96 Loads - Unscented And Hypoallergenic For Sensitive Skin, Free And Clear Of Dyes And Perfumes\", \"asin\": \"B084W9WDJL\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Wed, May 14 Only 4 left in stock - order soon.\"},\n {\"title\": \"Clean and Gentle Powder Laundry Detergent, Unscented, 68 Loads, 77 oz\", \"asin\": \"B0DT4T9DHN\", \"price\": \"$18.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"PODS Free & Gentle Liquid Laundry Detergent Pacs, 35 count\", \"asin\": \"B00J98YB8G\", \"price\": \"$10.99\", \"delivery\": \" FREE delivery Tomorrow 10 AM - 12 PM on orders over $50\"},\n {\"title\": \"Power PODs Hygienic Clean Heavy Duty Liquid Laundry Detergent Pacs, Free and Clear of Dyes and Perfumes, For Visible and Invisible Dirt, 45 Count, HE Compatible\", \"asin\": \"B0BJM1MXG5\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"PODS Free and Gentle, Laundry Detergent Soap PODS, HE, 96 Count - Unscented and Hypoallergenic for Sensitive Skin, Free and Clear of Dyes and Perfumes\", \"asin\": \"B07JMK7STT\", \"price\": \"$36.20\", \"delivery\": \"FREE delivery May 8 - 9\"},\n {\"title\": \"Free & Gentle, 95 Oz, Unscented, Powder\", \"asin\": \"B009P7XF7Y\", \"price\": \"$177.89\", \"delivery\": \"FREE delivery May 12 - 14 Or fastest delivery Fri, May 9 Only 6 left in stock - order soon.\"},\n {\"title\": \"Simply Clean & Sensitive Laundry Detergent, Cool Cotton Scent, 89 Loads, 117 Fl Oz, Tide Laundry Detergent, Laundry Soap\", \"asin\": \"B0CPTF4DW6\", \"price\": \"$10.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"PODS Free & Gentle Laundry Detergent Soap Pacs, 102 Count, Tide PODS Laundry Detergent, Laundry Detergent Pacs, Laundry PODS Detergent\", \"asin\": \"B0DKVNZ34S\", \"price\": \"$24.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Tide Free & Gentle Liquid Laundry Detergent, 96 loads 138 fl oz, 138 Fl Oz\", \"asin\": \"B085F79BWG\", \"price\": \"$39.89\", \"delivery\": \"FREE delivery Thu, May 15\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, Unscented, 1.47 L (32 Loads)\", \"asin\": \"B00199IHP6\", \"price\": \"$25.60\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Free and Gentle HE Liquid Laundry Detergent, Unscented and Hypoallergenic for Sensitive Skin, 32 Loads (Packaging May Vary)\", \"asin\": \"B00IO973QS\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Thu, May 8\"},\n {\"title\": \"Hygienic Clean Heavy Duty 10x Free Liquid Laundry Detergent, HE Compatible, Unscented, 106 loads, 149 oz\", \"asin\": \"B0CPTDNJ14\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 64 loads\", \"asin\": \"B0864N3WPL\"},\n {\"title\": \"PGC41823, Free & Gentle Detergent, 1 / Bottle\", \"asin\": \"B0864MM6JF\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery May 21 - Jun 13 for Prime members\"},\n {\"title\": \"PODS Free & Gentle, Laundry Detergent Soap Pods, Unscented, 3 Bag Value Pack, 111 Count, HE Compatible\", \"asin\": \"B09FFWSHF8\"},\n {\"title\": \"Laundry Detergent Pods, Free & Gentle, 81 Count (Pack of 1)\", \"asin\": \"B074QVFKVL\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 105 fl oz, 80 Loads, HE Compatible\", \"asin\": \"B0DBX4F5JG\"},\n {\"title\": \"PODS Liquid Laundry Detergent Pacs Free & Gentle 152-count, LARGE, White\", \"asin\": \"B0BHZGSW49\", \"price\": \"$50.52\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Rinse & Refresh Free & Gentle Laundry Odor Remover and Fabric Softener, Fragrance Free, 48 fl oz, No Dyes or Heavy Perfumes\", \"asin\": \"B0C8X88GG2\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Mon, May 12 for Prime members\"},\n {\"title\": \"Liquid Laundry Detergent, Free Clear for Sensitive Skin, Unscented and Hypoallergenic, 2X Concentrated, 110 Loads\", \"asin\": \"B07GWW54HL\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Deep Clean Free & Clear Liquid Laundry Detergent, Free of Dyes, Perfumes and Phosphates, Dermatologist Tested, 102 Fl Oz, 68 Loads\", \"asin\": \"B0DSQYRCQ7\", \"price\": \"$11.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Sensitive Skin Free & Clear Liquid Laundry Detergent, 105 fl oz, 105 Loads\", \"asin\": \"B0BBNC6WCM\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Ultra OXI Power PODS with Odor Eliminators Laundry Detergent Pacs, For Visible and Invisible Dirt, 45 Count, Tide PODS Laundry Detergent, Laundry Pacs\", \"asin\": \"B0BSK1B5G3\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Power Sheets Laundry Detergent, Fragrance Free, Dermatologist Tested Concentrated Laundry Detergent Sheets, 50 Count, up to 100 Small Loads\", \"asin\": \"B0CVLXB8WR\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Laundry Detergent Liquid, Original Scent, HE Compatible, 100 Loads, 132 fl oz, Tide Laundry Detergent, Liquid Laundry Detergent (Packaging May Vary)\", \"asin\": \"B0BNWCTNYN\", \"price\": \"$19.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Free & Gentle Liquid Laundry Detergent, 107 loads 154 fl oz, HE Compatible\", \"asin\": \"B09TWQR5GD\", \"price\": \"$37.98\", \"delivery\": \" Two-Day FREE delivery Thu, May 8\"},\n {\"title\": \"Mighty Pacs with stainlifters free clear Laundry Detergent, Free Clear for Sensitive Skin, 66 Count - (Pack of 2)\", \"asin\": \"B08CNGPC5B\", \"price\": \"$35.84\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Simply All-In-One Liquid Laundry Detergent, Daybreak Fresh Scent, 138 Loads, 182 fl oz\", \"asin\": \"B0DPGH8KKD\", \"price\": \"$14.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7\"},\n {\"title\": \"Laundry Detergent Liquid, Free Clear for Sensitive Skin, Odor Relief, Unscented and Hypoallergenic, 2X Concentrated, 90 Loads\", \"asin\": \"B08ZHJNCFQ\", \"price\": \"$21.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T01:16:29.662Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\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\": \"pen holder for desk\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\\\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.\",\n \"asin\": \"B07Z1WMR1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\\\" Price $15.99. Eligible for Prime.\",\n \"asin\": \"B07M7TG31M\"\n},\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\\\" Price $16.99. Eligible for Prime.\",\n \"asin\": \"B08CXDZ7V7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer\", \"asin\": \"B089119T67\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office\", \"asin\": \"B0CQP9LYXC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)\", \"asin\": \"B0BYMRJD7R\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\\\" x 6.5\\\" x 6.25\\\")\", \"asin\": \"B004GGMODU\", \"price\": \"$15.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer\", \"asin\": \"B08ZY9QZMN\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack\", \"asin\": \"B07M74SH62\", \"price\": \"$13.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)\", \"asin\": \"B0DNF6SM6H\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Ludato Desk Organizers Mesh Pencil Holder\\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories\", \"asin\": \"B0B1VBG8GX\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Wire Mesh Pen Cup, Black\", \"asin\": \"B07VVB7DSK\", \"price\": \"$10.44\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)\", \"asin\": \"B0DP47CFFQ\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)\", \"asin\": \"B0C61NVPSY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments\", \"asin\": \"B09JW9CM2Z\", \"price\": \"$13.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black\", \"asin\": \"B01N9HQM9F\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black\", \"asin\": \"B0914XSKJS\", \"price\": \"$11.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower\", \"asin\": \"B0BN32K6R7\", \"price\": \"$13.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)\", \"asin\": \"B0DJHC2999\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home\", \"asin\": \"B0D2L93985\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply\", \"asin\": \"B0C7P3WMZC\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black\", \"asin\": \"B07R7FZ6RG\", \"price\": \"$33.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Pencil Holder For Desk,5 Slots 360\\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)\", \"asin\": \"B0C4F8RNF9\", \"price\": \"$8.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom\", \"asin\": \"B0CPSP37Z4\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage\", \"asin\": \"B09W99RDTZ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black\", \"asin\": \"B00H5CVCN0\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black\", \"asin\": \"B098DDZLNM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 9\"},\n {\"title\": \"BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer\", \"asin\": \"B0CHJNZWCR\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer\", \"asin\": \"B09ZQRTQJ2\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pencil Holder - I'll Remember It Later\", \"asin\": \"B08746H17J\", \"price\": \"$13.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black\", \"asin\": \"B0CWXCL59W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black\", \"asin\": \"B0D21XGQS3\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)\", \"asin\": \"B0C6QMPX37\", \"price\": \"$15.74\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs\", \"asin\": \"B08MFBJDJR\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Dark Green Pen Pencil Holder for Desk, 360\\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating\", \"asin\": \"B0CFXW2SXD\", \"price\": \"$8.78\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black\", \"asin\": \"B0DB8F7GDN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)\", \"asin\": \"B0DNFCNB4F\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)\", \"asin\": \"B0CCV45WXK\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White\", \"asin\": \"B093C7Q5V1\", \"price\": \"$8.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black\", \"asin\": \"B07WFZFLH9\", \"price\": \"$12.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup\", \"asin\": \"B00PX9R6HS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies\", \"asin\": \"B08VN8VTQQ\", \"price\": \"$13.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White\", \"asin\": \"B07RY2ZPK6\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:32:48.913Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:32:48.913Z
|
click_product
|
B0C5M4FXD3
|
rule
|
2025-05-07T09:32:48.913Z
|
train
| 555 |
2025-05-07T09:32:48.913Z
|
click_product
|
B0C5M4FXD3
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|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": "pen holder for desk"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"ads": [
{
"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.",
"asin": "B07Z1WMR1J"
},
{
"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\" Price $15.99. Eligible for Prime.",
"asin": "B07M7TG31M"
},
{
"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\" Price $16.99. Eligible for Prime.",
"asin": "B08CXDZ7V7"
}
],
"search_results": [
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer", "asin": "B089119T67", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office", "asin": "B0CQP9LYXC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)", "asin": "B0BYMRJD7R", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches", "asin": "B07YJHJ79X", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\" x 6.5\" x 6.25\")", "asin": "B004GGMODU", "price": "$15.55", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer", "asin": "B08ZY9QZMN", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack", "asin": "B07M74SH62", "price": "$13.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)", "asin": "B0DNF6SM6H", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Ludato Desk Organizers Mesh Pencil Holder\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories", "asin": "B0B1VBG8GX", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Basics Wire Mesh Pen Cup, Black", "asin": "B07VVB7DSK", "price": "$10.44", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)", "asin": "B0DP47CFFQ", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)", "asin": "B0C61NVPSY", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments", "asin": "B09JW9CM2Z", "price": "$13.85", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black", "asin": "B01N9HQM9F", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black", "asin": "B0914XSKJS", "price": "$11.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower", "asin": "B0BN32K6R7", "price": "$13.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)", "asin": "B0DJHC2999", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home", "asin": "B0D2L93985", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply", "asin": "B0C7P3WMZC", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black", "asin": "B07R7FZ6RG", "price": "$33.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Pencil Holder For Desk,5 Slots 360\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)", "asin": "B0C4F8RNF9", "price": "$8.45", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom", "asin": "B0CPSP37Z4", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage", "asin": "B09W99RDTZ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black", "asin": "B00H5CVCN0", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black", "asin": "B098DDZLNM", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, May 9"},
{"title": "BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer", "asin": "B0CHJNZWCR", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer", "asin": "B09ZQRTQJ2", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pencil Holder - I'll Remember It Later", "asin": "B08746H17J", "price": "$13.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black", "asin": "B0CWXCL59W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black", "asin": "B0D21XGQS3", "price": "$11.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)", "asin": "B0C6QMPX37", "price": "$15.74", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs", "asin": "B08MFBJDJR", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Dark Green Pen Pencil Holder for Desk, 360\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating", "asin": "B0CFXW2SXD", "price": "$8.78", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black", "asin": "B0DB8F7GDN", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)", "asin": "B0DNFCNB4F", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)", "asin": "B0CY9FWV19", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)", "asin": "B0CCV45WXK", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White", "asin": "B093C7Q5V1", "price": "$8.96", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black", "asin": "B07WFZFLH9", "price": "$12.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup", "asin": "B00PX9R6HS", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies", "asin": "B08VN8VTQQ", "price": "$13.88", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White", "asin": "B07RY2ZPK6", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:32:48.913Z", // the timestamp when this action occurs
"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>B0C5M4FXD3</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0C5M4FXD3</answer_argument>",
"index": 555,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\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\": \"pen holder for desk\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\\\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.\",\n \"asin\": \"B07Z1WMR1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\\\" Price $15.99. Eligible for Prime.\",\n \"asin\": \"B07M7TG31M\"\n},\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\\\" Price $16.99. Eligible for Prime.\",\n \"asin\": \"B08CXDZ7V7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer\", \"asin\": \"B089119T67\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office\", \"asin\": \"B0CQP9LYXC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)\", \"asin\": \"B0BYMRJD7R\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\\\" x 6.5\\\" x 6.25\\\")\", \"asin\": \"B004GGMODU\", \"price\": \"$15.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer\", \"asin\": \"B08ZY9QZMN\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack\", \"asin\": \"B07M74SH62\", \"price\": \"$13.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)\", \"asin\": \"B0DNF6SM6H\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Ludato Desk Organizers Mesh Pencil Holder\\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories\", \"asin\": \"B0B1VBG8GX\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Wire Mesh Pen Cup, Black\", \"asin\": \"B07VVB7DSK\", \"price\": \"$10.44\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)\", \"asin\": \"B0DP47CFFQ\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)\", \"asin\": \"B0C61NVPSY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments\", \"asin\": \"B09JW9CM2Z\", \"price\": \"$13.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black\", \"asin\": \"B01N9HQM9F\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black\", \"asin\": \"B0914XSKJS\", \"price\": \"$11.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower\", \"asin\": \"B0BN32K6R7\", \"price\": \"$13.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)\", \"asin\": \"B0DJHC2999\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home\", \"asin\": \"B0D2L93985\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply\", \"asin\": \"B0C7P3WMZC\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black\", \"asin\": \"B07R7FZ6RG\", \"price\": \"$33.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Pencil Holder For Desk,5 Slots 360\\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)\", \"asin\": \"B0C4F8RNF9\", \"price\": \"$8.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom\", \"asin\": \"B0CPSP37Z4\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage\", \"asin\": \"B09W99RDTZ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black\", \"asin\": \"B00H5CVCN0\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black\", \"asin\": \"B098DDZLNM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 9\"},\n {\"title\": \"BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer\", \"asin\": \"B0CHJNZWCR\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer\", \"asin\": \"B09ZQRTQJ2\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pencil Holder - I'll Remember It Later\", \"asin\": \"B08746H17J\", \"price\": \"$13.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black\", \"asin\": \"B0CWXCL59W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black\", \"asin\": \"B0D21XGQS3\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)\", \"asin\": \"B0C6QMPX37\", \"price\": \"$15.74\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs\", \"asin\": \"B08MFBJDJR\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Dark Green Pen Pencil Holder for Desk, 360\\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating\", \"asin\": \"B0CFXW2SXD\", \"price\": \"$8.78\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black\", \"asin\": \"B0DB8F7GDN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)\", \"asin\": \"B0DNFCNB4F\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)\", \"asin\": \"B0CCV45WXK\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White\", \"asin\": \"B093C7Q5V1\", \"price\": \"$8.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black\", \"asin\": \"B07WFZFLH9\", \"price\": \"$12.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup\", \"asin\": \"B00PX9R6HS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies\", \"asin\": \"B08VN8VTQQ\", \"price\": \"$13.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White\", \"asin\": \"B07RY2ZPK6\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:32:48.913Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"pen holder for desk\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C5M4FXD3\"\n},\n {\n \"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\"\n},\n {\n \"price\": \"$7.99\"\n},\n {\n \"bullet_list\": \"\\u3010Smart 360 Degree Revolving Design\\u3011: This desktop organizer can be turned up to 360-degree rotation to the left and right. This storage caddy allows you to keep all of your small items within reach while staying out of your way. You can always get what you want quickly and easily. The product can be bilaterally and smoothly rotated, just turn as you please \\u3010Ultra-Large Capacity\\u3011: The special round design of the organizer was designed to make items easy to reach, even when stored on upper shelves; Divided into 5 compartments, this spinning container makes it easy to separate and store a wide variety of items; Use this convenient storage to keep children's crafting items all in one place; Great for school supplies, Perfect for home or commercial workspaces \\u3010Multipurpose Desktop Organizer\\u3011: This rotating storage organizer is perfect for pencils, cosmetics, bathroom necessities, toiletries, and even kitchen utensils. Try it in your craft room, playroom, laundry/utility room, and even inside bathroom cabinets or under the sink; Store extra office supplies like painting pens, correction tape, scissors, TV Remote, and more; Even headphones or a charger will no longer be lying around in the future! Maximize your vertical space and keep your desk clear \\u3010Premium Material\\u3011This desk caddy is crafted from durable ABS plastic, ensuring its strength and solidity for long-term use. The non-slip feet protect your desk from scratches. Additionally, its waterproof design makes it effortless to clean, maintaining its pristine appearance over time \\u3010Best Choice\\u3011The all-in-one desk pen organizer be certain to bring our customers more convenience in the office and be popular in our daily life. If you have any questions, please feel free to contact us and we'll help to solve it in 24 hours. You take NO RISK by ordering today\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...\", \"asin\": \"B0DNF5MYXX\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(Beige)\", \"asin\": \"B0DC41PZHJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School\", \"asin\": \"B09G29LJJR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT\", \"asin\": \"B0CR9TYXTQ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"VaeFae Bamboo Pen Holder Organizer, 360\\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.\", \"asin\": \"B08ZSKXJ1M\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Acrylic Pen Holder, 360-degree Rotating Clear Pen Organizer for Desk, Desktop Stationery Organizer Caddy for Office School Home & Art Supplies (Acrylic Hexagon)\", \"asin\": \"B08RD9B3CF\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT\", \"asin\": \"B0CR9TYXTQ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Rotating Purple Pen & Art Supply Organizer - 5 Slot Desk Organizer for Office, School, Home\", \"asin\": \"B0CHRLLPLV\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer, 360-Degree Rotating Pen Holder, Desk Organizers and Accessories wit...\", \"asin\": \"B0F1TN7VRZ\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Pencil Pen Holder, 5 Slots 360\\u00b0Degree Rotating Organizers for, Desktop Storage...\", \"asin\": \"B0C4BGGPQY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...\", \"asin\": \"B0DNF5MYXX\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School\", \"asin\": \"B09G29LJJR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(White)\", \"asin\": \"B0DLNRN9LW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Hennaja Round Leather Art Supply Organizer,Remote Control Holder,360 Degree Rotating,Multi-Functional Pencil Holder,4 Compartments Desktop Stationary Organizer(1-Blue Bird)\", \"asin\": \"B09YR38NNZ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"VaeFae Bamboo Pen Holder Organizer, 360\\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.\", \"asin\": \"B08ZSKXJ1M\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Utoplike Bamboo Rotating Art Supply Desk Organizer, Pencil Holder Organizer, Desktop Storage Caddy for Pen, Colored Pencil, Crayon, Paint Brushes, Art Studio&Office\", \"asin\": \"B0882SHBCL\", \"price\": \"$26.79\", \"quantity\": \"\"},\n {\"title\": \"360 Degree Rotating Desk Organizer, Pencil Pen Holder with 5 Compartments and Tray ...\", \"asin\": \"B0DNF7XCPB\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School\", \"asin\": \"B09G29LJJR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT\", \"asin\": \"B0CR9TYXTQ\", \"price\": \"$7.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Marbrasse\\u00a0Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\"},\n {\"title\": \"Qmoso\\u00a0360 Degree Rotating Desk Organizer, Pencil Pen Holder for Desk with 5 Compartments and Tray Accessories, Desktop Supplies Organization,Smooth Rotating Pen Holder Apply for Home, Office, School(Green)\", \"asin\": \"B0DNF6D6T4\", \"price\": \"$8.99\"},\n {\"title\": \"Marbrasse\\u00a0Desk Organizer, 360-Degree Rotating Pen Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer (Dark green)\", \"asin\": \"B0DGT4NQ35\", \"price\": \"$8.99\"},\n {\"title\": \"Marbrasse\\u00a0Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes\", \"asin\": \"B088BC5BLC\", \"price\": \"$26.99\"},\n {\"title\": \"Nuozme\\u00a0Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)\", \"asin\": \"B0DP47CFFQ\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)\", \"asin\": \"B0CY9FWV19\", \"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\": \"2025-05-07T09:33:26.040Z\", // 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
|
2025-05-07T09:33:26.040Z
|
click
|
product_option
|
rule
|
2025-05-07T09:33:26.040Z
|
train
| 556 |
2025-05-07T09:33:26.040Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "pen holder for desk"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B0C5M4FXD3"
},
{
"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09"
},
{
"price": "$7.99"
},
{
"bullet_list": "\u3010Smart 360 Degree Revolving Design\u3011: This desktop organizer can be turned up to 360-degree rotation to the left and right. This storage caddy allows you to keep all of your small items within reach while staying out of your way. You can always get what you want quickly and easily. The product can be bilaterally and smoothly rotated, just turn as you please \u3010Ultra-Large Capacity\u3011: The special round design of the organizer was designed to make items easy to reach, even when stored on upper shelves; Divided into 5 compartments, this spinning container makes it easy to separate and store a wide variety of items; Use this convenient storage to keep children's crafting items all in one place; Great for school supplies, Perfect for home or commercial workspaces \u3010Multipurpose Desktop Organizer\u3011: This rotating storage organizer is perfect for pencils, cosmetics, bathroom necessities, toiletries, and even kitchen utensils. Try it in your craft room, playroom, laundry/utility room, and even inside bathroom cabinets or under the sink; Store extra office supplies like painting pens, correction tape, scissors, TV Remote, and more; Even headphones or a charger will no longer be lying around in the future! Maximize your vertical space and keep your desk clear \u3010Premium Material\u3011This desk caddy is crafted from durable ABS plastic, ensuring its strength and solidity for long-term use. The non-slip feet protect your desk from scratches. Additionally, its waterproof design makes it effortless to clean, maintaining its pristine appearance over time \u3010Best Choice\u3011The all-in-one desk pen organizer be certain to bring our customers more convenience in the office and be popular in our daily life. If you have any questions, please feel free to contact us and we'll help to solve it in 24 hours. You take NO RISK by ordering today"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Grey"
}
],
"promotion_items": [
{"title": "Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...", "asin": "B0DNF5MYXX", "price": "$7.49", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(Beige)", "asin": "B0DC41PZHJ", "price": "$7.99", "quantity": ""},
{"title": "Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School", "asin": "B09G29LJJR", "price": "$26.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT", "asin": "B0CR9TYXTQ", "price": "$7.99", "quantity": ""},
{"title": "VaeFae Bamboo Pen Holder Organizer, 360\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.", "asin": "B08ZSKXJ1M", "price": "$27.99", "quantity": ""},
{"title": "Marbrasse Acrylic Pen Holder, 360-degree Rotating Clear Pen Organizer for Desk, Desktop Stationery Organizer Caddy for Office School Home & Art Supplies (Acrylic Hexagon)", "asin": "B08RD9B3CF", "price": "$29.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT", "asin": "B0CR9TYXTQ", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Rotating Purple Pen & Art Supply Organizer - 5 Slot Desk Organizer for Office, School, Home", "asin": "B0CHRLLPLV", "price": "$9.98", "quantity": ""},
{"title": "Desk Organizer, 360-Degree Rotating Pen Holder, Desk Organizers and Accessories wit...", "asin": "B0F1TN7VRZ", "price": "$8.99", "quantity": ""},
{"title": "Desk Pencil Pen Holder, 5 Slots 360\u00b0Degree Rotating Organizers for, Desktop Storage...", "asin": "B0C4BGGPQY", "price": "$9.99", "quantity": ""},
{"title": "Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...", "asin": "B0DNF5MYXX", "price": "$7.49", "quantity": ""},
{"title": "Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School", "asin": "B09G29LJJR", "price": "$26.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(White)", "asin": "B0DLNRN9LW", "price": "$6.99", "quantity": ""},
{"title": "Hennaja Round Leather Art Supply Organizer,Remote Control Holder,360 Degree Rotating,Multi-Functional Pencil Holder,4 Compartments Desktop Stationary Organizer(1-Blue Bird)", "asin": "B09YR38NNZ", "price": "$19.99", "quantity": ""},
{"title": "VaeFae Bamboo Pen Holder Organizer, 360\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.", "asin": "B08ZSKXJ1M", "price": "$27.99", "quantity": ""},
{"title": "Utoplike Bamboo Rotating Art Supply Desk Organizer, Pencil Holder Organizer, Desktop Storage Caddy for Pen, Colored Pencil, Crayon, Paint Brushes, Art Studio&Office", "asin": "B0882SHBCL", "price": "$26.79", "quantity": ""},
{"title": "360 Degree Rotating Desk Organizer, Pencil Pen Holder with 5 Compartments and Tray ...", "asin": "B0DNF7XCPB", "price": "$8.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School", "asin": "B09G29LJJR", "price": "$26.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT", "asin": "B0CR9TYXTQ", "price": "$7.99", "quantity": ""}
],
"comparison_items": [
{"title": "Marbrasse\u00a0Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99"},
{"title": "Qmoso\u00a0360 Degree Rotating Desk Organizer, Pencil Pen Holder for Desk with 5 Compartments and Tray Accessories, Desktop Supplies Organization,Smooth Rotating Pen Holder Apply for Home, Office, School(Green)", "asin": "B0DNF6D6T4", "price": "$8.99"},
{"title": "Marbrasse\u00a0Desk Organizer, 360-Degree Rotating Pen Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer (Dark green)", "asin": "B0DGT4NQ35", "price": "$8.99"},
{"title": "Marbrasse\u00a0Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes", "asin": "B088BC5BLC", "price": "$26.99"},
{"title": "Nuozme\u00a0Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)", "asin": "B0DP47CFFQ", "price": "$6.99"},
{"title": "minimaliving\u00a0Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)", "asin": "B0CY9FWV19", "price": "$7.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:33:26.040Z", // 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>product_option</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>product_option</answer_argument>",
"index": 556,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"pen holder for desk\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0C5M4FXD3\"\n},\n {\n \"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\"\n},\n {\n \"price\": \"$7.99\"\n},\n {\n \"bullet_list\": \"\\u3010Smart 360 Degree Revolving Design\\u3011: This desktop organizer can be turned up to 360-degree rotation to the left and right. This storage caddy allows you to keep all of your small items within reach while staying out of your way. You can always get what you want quickly and easily. The product can be bilaterally and smoothly rotated, just turn as you please \\u3010Ultra-Large Capacity\\u3011: The special round design of the organizer was designed to make items easy to reach, even when stored on upper shelves; Divided into 5 compartments, this spinning container makes it easy to separate and store a wide variety of items; Use this convenient storage to keep children's crafting items all in one place; Great for school supplies, Perfect for home or commercial workspaces \\u3010Multipurpose Desktop Organizer\\u3011: This rotating storage organizer is perfect for pencils, cosmetics, bathroom necessities, toiletries, and even kitchen utensils. Try it in your craft room, playroom, laundry/utility room, and even inside bathroom cabinets or under the sink; Store extra office supplies like painting pens, correction tape, scissors, TV Remote, and more; Even headphones or a charger will no longer be lying around in the future! Maximize your vertical space and keep your desk clear \\u3010Premium Material\\u3011This desk caddy is crafted from durable ABS plastic, ensuring its strength and solidity for long-term use. The non-slip feet protect your desk from scratches. Additionally, its waterproof design makes it effortless to clean, maintaining its pristine appearance over time \\u3010Best Choice\\u3011The all-in-one desk pen organizer be certain to bring our customers more convenience in the office and be popular in our daily life. If you have any questions, please feel free to contact us and we'll help to solve it in 24 hours. You take NO RISK by ordering today\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...\", \"asin\": \"B0DNF5MYXX\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(Beige)\", \"asin\": \"B0DC41PZHJ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School\", \"asin\": \"B09G29LJJR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT\", \"asin\": \"B0CR9TYXTQ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"VaeFae Bamboo Pen Holder Organizer, 360\\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.\", \"asin\": \"B08ZSKXJ1M\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Acrylic Pen Holder, 360-degree Rotating Clear Pen Organizer for Desk, Desktop Stationery Organizer Caddy for Office School Home & Art Supplies (Acrylic Hexagon)\", \"asin\": \"B08RD9B3CF\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT\", \"asin\": \"B0CR9TYXTQ\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Rotating Purple Pen & Art Supply Organizer - 5 Slot Desk Organizer for Office, School, Home\", \"asin\": \"B0CHRLLPLV\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer, 360-Degree Rotating Pen Holder, Desk Organizers and Accessories wit...\", \"asin\": \"B0F1TN7VRZ\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Pencil Pen Holder, 5 Slots 360\\u00b0Degree Rotating Organizers for, Desktop Storage...\", \"asin\": \"B0C4BGGPQY\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil Holder for Desk, 360 Degree Rotating Desk Organizers, Desktop Supplies Organ...\", \"asin\": \"B0DNF5MYXX\", \"price\": \"$7.49\", \"quantity\": \"\"},\n {\"title\": \"Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School\", \"asin\": \"B09G29LJJR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Pencil Holder, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home(White)\", \"asin\": \"B0DLNRN9LW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Hennaja Round Leather Art Supply Organizer,Remote Control Holder,360 Degree Rotating,Multi-Functional Pencil Holder,4 Compartments Desktop Stationary Organizer(1-Blue Bird)\", \"asin\": \"B09YR38NNZ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"VaeFae Bamboo Pen Holder Organizer, 360\\u00b0 Rotating Art Supply Organizer, Desktop Storage for Marker Pens, Colored Pencil, Art Brushes, etc.\", \"asin\": \"B08ZSKXJ1M\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Utoplike Bamboo Rotating Art Supply Desk Organizer, Pencil Holder Organizer, Desktop Storage Caddy for Pen, Colored Pencil, Crayon, Paint Brushes, Art Studio&Office\", \"asin\": \"B0882SHBCL\", \"price\": \"$26.79\", \"quantity\": \"\"},\n {\"title\": \"360 Degree Rotating Desk Organizer, Pencil Pen Holder with 5 Compartments and Tray ...\", \"asin\": \"B0DNF7XCPB\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Absonic Acrylic Pen Holder Pencil Organizer, 360-Degree Rotating Pencil Holder, Crayon Organizers for Kids Marker Organizer Caddy Art Supply Kids Desk Organizers for Office Home School\", \"asin\": \"B09G29LJJR\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home, White, 12287XZBT\", \"asin\": \"B0CR9TYXTQ\", \"price\": \"$7.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Marbrasse\\u00a0Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\"},\n {\"title\": \"Qmoso\\u00a0360 Degree Rotating Desk Organizer, Pencil Pen Holder for Desk with 5 Compartments and Tray Accessories, Desktop Supplies Organization,Smooth Rotating Pen Holder Apply for Home, Office, School(Green)\", \"asin\": \"B0DNF6D6T4\", \"price\": \"$8.99\"},\n {\"title\": \"Marbrasse\\u00a0Desk Organizer, 360-Degree Rotating Pen Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer (Dark green)\", \"asin\": \"B0DGT4NQ35\", \"price\": \"$8.99\"},\n {\"title\": \"Marbrasse\\u00a0Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes\", \"asin\": \"B088BC5BLC\", \"price\": \"$26.99\"},\n {\"title\": \"Nuozme\\u00a0Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)\", \"asin\": \"B0DP47CFFQ\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)\", \"asin\": \"B0CY9FWV19\", \"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\": \"2025-05-07T09:33:26.040Z\", // 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"pen holder for desk\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\\\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.\",\n \"asin\": \"B07Z1WMR1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\\\" Price $15.99. Eligible for Prime.\",\n \"asin\": \"B07M7TG31M\"\n},\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\\\" Price $16.99. Eligible for Prime.\",\n \"asin\": \"B08CXDZ7V7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer\", \"asin\": \"B089119T67\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office\", \"asin\": \"B0CQP9LYXC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)\", \"asin\": \"B0BYMRJD7R\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\\\" x 6.5\\\" x 6.25\\\")\", \"asin\": \"B004GGMODU\", \"price\": \"$15.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer\", \"asin\": \"B08ZY9QZMN\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack\", \"asin\": \"B07M74SH62\", \"price\": \"$13.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)\", \"asin\": \"B0DNF6SM6H\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Ludato Desk Organizers Mesh Pencil Holder\\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories\", \"asin\": \"B0B1VBG8GX\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Wire Mesh Pen Cup, Black\", \"asin\": \"B07VVB7DSK\", \"price\": \"$10.44\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)\", \"asin\": \"B0DP47CFFQ\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)\", \"asin\": \"B0C61NVPSY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments\", \"asin\": \"B09JW9CM2Z\", \"price\": \"$13.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black\", \"asin\": \"B01N9HQM9F\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black\", \"asin\": \"B0914XSKJS\", \"price\": \"$11.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower\", \"asin\": \"B0BN32K6R7\", \"price\": \"$13.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)\", \"asin\": \"B0DJHC2999\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home\", \"asin\": \"B0D2L93985\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply\", \"asin\": \"B0C7P3WMZC\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black\", \"asin\": \"B07R7FZ6RG\", \"price\": \"$33.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Pencil Holder For Desk,5 Slots 360\\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)\", \"asin\": \"B0C4F8RNF9\", \"price\": \"$8.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom\", \"asin\": \"B0CPSP37Z4\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage\", \"asin\": \"B09W99RDTZ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black\", \"asin\": \"B00H5CVCN0\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black\", \"asin\": \"B098DDZLNM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 9\"},\n {\"title\": \"BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer\", \"asin\": \"B0CHJNZWCR\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer\", \"asin\": \"B09ZQRTQJ2\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pencil Holder - I'll Remember It Later\", \"asin\": \"B08746H17J\", \"price\": \"$13.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black\", \"asin\": \"B0CWXCL59W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black\", \"asin\": \"B0D21XGQS3\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)\", \"asin\": \"B0C6QMPX37\", \"price\": \"$15.74\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs\", \"asin\": \"B08MFBJDJR\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Dark Green Pen Pencil Holder for Desk, 360\\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating\", \"asin\": \"B0CFXW2SXD\", \"price\": \"$8.78\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black\", \"asin\": \"B0DB8F7GDN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)\", \"asin\": \"B0DNFCNB4F\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)\", \"asin\": \"B0CCV45WXK\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White\", \"asin\": \"B093C7Q5V1\", \"price\": \"$8.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black\", \"asin\": \"B07WFZFLH9\", \"price\": \"$12.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup\", \"asin\": \"B00PX9R6HS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies\", \"asin\": \"B08VN8VTQQ\", \"price\": \"$13.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White\", \"asin\": \"B07RY2ZPK6\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:33:39.539Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:33:39.539Z
|
click_product
|
B0BK5BQ8KD
|
rule
|
2025-05-07T09:33:39.539Z
|
train
| 557 |
2025-05-07T09:33:39.539Z
|
click_product
|
B0BK5BQ8KD
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "pen holder for desk"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"ads": [
{
"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.",
"asin": "B07Z1WMR1J"
},
{
"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\" Price $15.99. Eligible for Prime.",
"asin": "B07M7TG31M"
},
{
"title": "Go to detail page for \"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\" Price $16.99. Eligible for Prime.",
"asin": "B08CXDZ7V7"
}
],
"search_results": [
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer", "asin": "B089119T67", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office", "asin": "B0CQP9LYXC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)", "asin": "B0BYMRJD7R", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches", "asin": "B07YJHJ79X", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\" x 6.5\" x 6.25\")", "asin": "B004GGMODU", "price": "$15.55", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer", "asin": "B08ZY9QZMN", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack", "asin": "B07M74SH62", "price": "$13.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)", "asin": "B0DNF6SM6H", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Ludato Desk Organizers Mesh Pencil Holder\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories", "asin": "B0B1VBG8GX", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Basics Wire Mesh Pen Cup, Black", "asin": "B07VVB7DSK", "price": "$10.44", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)", "asin": "B0DP47CFFQ", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)", "asin": "B0C61NVPSY", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments", "asin": "B09JW9CM2Z", "price": "$13.85", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black", "asin": "B01N9HQM9F", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black", "asin": "B0914XSKJS", "price": "$11.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower", "asin": "B0BN32K6R7", "price": "$13.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)", "asin": "B0DJHC2999", "price": "$3.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home", "asin": "B0D2L93985", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply", "asin": "B0C7P3WMZC", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black", "asin": "B07R7FZ6RG", "price": "$33.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Pencil Holder For Desk,5 Slots 360\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)", "asin": "B0C4F8RNF9", "price": "$8.45", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom", "asin": "B0CPSP37Z4", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage", "asin": "B09W99RDTZ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black", "asin": "B00H5CVCN0", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black", "asin": "B098DDZLNM", "price": "$12.99", "delivery": " Two-Day FREE delivery Fri, May 9"},
{"title": "BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer", "asin": "B0CHJNZWCR", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer", "asin": "B09ZQRTQJ2", "price": "$7.19", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pencil Holder - I'll Remember It Later", "asin": "B08746H17J", "price": "$13.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black", "asin": "B0CWXCL59W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black", "asin": "B0D21XGQS3", "price": "$11.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)", "asin": "B0C6QMPX37", "price": "$15.74", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs", "asin": "B08MFBJDJR", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Dark Green Pen Pencil Holder for Desk, 360\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating", "asin": "B0CFXW2SXD", "price": "$8.78", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black", "asin": "B0DB8F7GDN", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)", "asin": "B0DNFCNB4F", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)", "asin": "B0CY9FWV19", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)", "asin": "B0CCV45WXK", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White", "asin": "B093C7Q5V1", "price": "$8.96", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black", "asin": "B07WFZFLH9", "price": "$12.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup", "asin": "B00PX9R6HS", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, May 8"},
{"title": "Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies", "asin": "B08VN8VTQQ", "price": "$13.88", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White", "asin": "B07RY2ZPK6", "price": "$7.59", "delivery": " One-Day FREE delivery Tomorrow, May 8"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:33:39.539Z", // the timestamp when this action occurs
"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>B0BK5BQ8KD</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0BK5BQ8KD</answer_argument>",
"index": 557,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"pen holder for desk\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"ads\": [\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 4 Compartments, Clear Pencil Organizer Cup for Countertop Desk Accessory Storage.\\\" Limited time Deal. Price was $15.99. Current price is $13.99 after 13% off. Eligible for Prime.\",\n \"asin\": \"B07Z1WMR1J\"\n},\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory.\\\" Price $15.99. Eligible for Prime.\",\n \"asin\": \"B07M7TG31M\"\n},\n {\n \"title\": \"Go to detail page for \\\"NIUBEE Acrylic Pen Holder 2 Pack,Clear Desktop Pencil Cup Stationery Organizer for Office Desk Accessory -Round.\\\" Price $16.99. Eligible for Prime.\",\n \"asin\": \"B08CXDZ7V7\"\n}\n ],\n \"search_results\": [\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Black Pen Holder Cup for Desk, Black Wire Mesh Pencil Cup Holder for Desk Office Pen Organizer\", \"asin\": \"B089119T67\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"M&G Mesh Pen Holder Desk Organizers Pencil Holder for Desk Black, 3 Compartments Metal Office Supply Organizer with Sticky Notes Holder for School Home Office\", \"asin\": \"B0CQP9LYXC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder for Desk, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (White)\", \"asin\": \"B0BYMRJD7R\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Storage Organizer,Modern Design Desktop Stationery Organizer for Office School Home Supplies,2.6x 2.6x 4 inches\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Rolodex Desk Organizer, Rotating Office Supply Caddy, Mesh, Black (6.5\\\" x 6.5\\\" x 6.25\\\")\", \"asin\": \"B004GGMODU\", \"price\": \"$15.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Gold Metal Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer\", \"asin\": \"B08ZY9QZMN\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder Mesh Pencil Holder Metal Pen Holder Cup Pencil Cup Holder for Desk Office Pen Organizer Black, 4 Pack\", \"asin\": \"B07M74SH62\", \"price\": \"$13.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Black)\", \"asin\": \"B0DNF6SM6H\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Ludato Desk Organizers Mesh Pencil Holder\\uff0c3 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories\", \"asin\": \"B0B1VBG8GX\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Wire Mesh Pen Cup, Black\", \"asin\": \"B07VVB7DSK\", \"price\": \"$10.44\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer, 360-Degree Rotating Pencil Pen Holders For Desk, Diamond Pattern Pen Organizer With 5 Compartments, Cute Desk Accessories Decor For Office, School,Home,Art Supply (White)\", \"asin\": \"B0DP47CFFQ\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"ZUFECY Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)\", \"asin\": \"B0C61NVPSY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Mr. Pen Mesh Desk Organizer - Black Pen/Pencil Holder with Multiple Compartments\", \"asin\": \"B09JW9CM2Z\", \"price\": \"$13.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Simple Houseware Mesh Desk Organizer with Sliding Drawer, Double Tray and 5 Upright Sections, Black\", \"asin\": \"B01N9HQM9F\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Pen Holder - Mesh Round Pencil Organizer with 3 Compartments for Office, Home, School - Black\", \"asin\": \"B0914XSKJS\", \"price\": \"$11.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Pen Cup Marker Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, White Flower\", \"asin\": \"B0BN32K6R7\", \"price\": \"$13.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Pen Holder, Wire Mesh Pen Cup Holder for Desk Organizer and Office Desk Accessories (1 Pack)\", \"asin\": \"B0DJHC2999\", \"price\": \"$3.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Pencil Pen Holder for Desk, Dual-Purpose Desk Organizer, Rotating Pencil Cup with 5 Slots, Office Supplies, Desk Decor for Office, School, Home\", \"asin\": \"B0D2L93985\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Rotating Pen Holder for Desk, 5 Slots Unique White Desk Organizer Easthetic Desktop Supplies and Accessories for Women Girls, Pencil Cup Caddy for Office Home Art Supply\", \"asin\": \"B0C7P3WMZC\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Simple Trending 7 Tier Desk File Organizer, Letter Tray Paper Organizer with Pen Holder and Metal Hanging Basket, Black\", \"asin\": \"B07R7FZ6RG\", \"price\": \"$33.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n {\"title\": \"Pencil Holder For Desk,5 Slots 360\\u00b0Degree Rotating Desk Organizers And Accessories,Desktop Storage Stationery Supplies Organizer, Cute Pencil Cup Pot For Office, School, Home (B-White)\", \"asin\": \"B0C4F8RNF9\", \"price\": \"$8.45\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder for Desk, Clear Acrylic Pencil Holder for Desk, Marker Holder with 3 Compartments, Pencil Organizer for Home, Office, Classroom, Bathroom\", \"asin\": \"B0CPSP37Z4\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"3 Pack Clear Acrylic Cosmetic Pencil Pen Holder Cup, Clear Makeup Brush Holder, Desk Acrylic Brushes Storage\", \"asin\": \"B09W99RDTZ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Deco Brothers Desk Organizers Pen Holder Office Caddy Storage, Black\", \"asin\": \"B00H5CVCN0\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Holders Desk Organizer Office Supplies Caddy with Sticky Notes Holder for Office School Home 3 Compartments Black\", \"asin\": \"B098DDZLNM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Fri, May 9\"},\n {\"title\": \"BEYGORM Magnetic Dry Erase Marker Holder for Whiteboard,Non-slip Acrylic Magnet Pen Holder for Fridge Refrigerator,Locker Organizer for Work,Locker Accessories,Pencil Cup for Desk,Marker Organizer\", \"asin\": \"B0CHJNZWCR\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"2 Pack Acrylic Pen Pencil Holder, Black Makeup Brush Holder Cup Storage Office Desktop Desk Table Stationery Organizer\", \"asin\": \"B09ZQRTQJ2\", \"price\": \"$7.19\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pencil Holder - I'll Remember It Later\", \"asin\": \"B08746H17J\", \"price\": \"$13.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pen Holder for Desk, Rotating Pencil Holder, Cup Holder for Desk Office, Pen Organizer in Black\", \"asin\": \"B0CWXCL59W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"KIBAGA Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"SUPEASY Mesh Desk Organizer, Desk Organizers and Accessories, Pen Holder with Drawers, Pencil Holder for Desk with 2 Drawer for Office Supplies, Black\", \"asin\": \"B0D21XGQS3\", \"price\": \"$11.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Mesh Pen Holder for Desk, Multi-Functional Pencil Organizer with Drawer, Desk Organizers and Accessories for Office Art Supplies (Black)\", \"asin\": \"B0C6QMPX37\", \"price\": \"$15.74\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"QYH Mesh Pencil Holder Metal Pen Cup Black for Desk 6 Packs\", \"asin\": \"B08MFBJDJR\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Dark Green Pen Pencil Holder for Desk, 360\\u00b0 Rotating Pen Organizer, Green Office Supplies, Cute Pen Holder, 6-Compartment Pencil Holder Rotating\", \"asin\": \"B0CFXW2SXD\", \"price\": \"$8.78\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer and Accessories, 2-Tier Computer Monitor Stand with Drawer and 2 Pen Holders, Office Desk Accessories for Office Supplies, Black\", \"asin\": \"B0DB8F7GDN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)\", \"asin\": \"B0DNFCNB4F\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Accessories,Pencil Cup with 5 Compartments Storage Box Caddy for Office,School,Home,Art Supply(White)\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Marbrasse Mesh Desk Organizer, Pen Organizer with 2 Drawer, Multi-Functional Pencil Holder, Desk Organizers and Accessories with 5 Compartments + Drawer for Office Art Supplies (Black)\", \"asin\": \"B0CCV45WXK\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Desk Pencil Pen Holder, 3 Slots 360-Degree Spinning Organizers, Desktop Storage Stationery Supplies, Cute Cup Pot for Office, School, Art Supply, Kids - White\", \"asin\": \"B093C7Q5V1\", \"price\": \"$8.96\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"deli Mesh Desk Organizer Office Supplies Caddy with Pencil Holder and Storage Baskets for Desktop Accessories, 3 Compartments, Black\", \"asin\": \"B07WFZFLH9\", \"price\": \"$12.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"MyGift Decorative Gunmetal Gray Metal Desk Pen Holder Cup with Rocker and Guitar Design, Office Supplies Organizer Pencil Cup\", \"asin\": \"B00PX9R6HS\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"},\n {\"title\": \"Genuine Fred DESK DUMPSTER Pencil Holder with Flame Note Cards, 3 compartments for Desk and Office Supplies\", \"asin\": \"B08VN8VTQQ\", \"price\": \"$13.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n {\"title\": \"Amazon Basics Plastic Desk Organizer - Pen Cup Holds Pens/Pencils, White\", \"asin\": \"B07RY2ZPK6\", \"price\": \"$7.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, May 8\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:33:39.539Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"pen holder for desk\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BK5BQ8KD\"\n},\n {\n \"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\"\n},\n {\n \"price\": \"$16.99\"\n},\n {\n \"bullet_list\": \"wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Prismatic Shape\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Marbrasse Wooden Desk Organizer, Multi-Functional DIY Pen Holder, Organizer for desk, Desktop Stationary, Easy Assembly, Home Office Art Supplies Storage with Drawer (B11-Cherry Color)\", \"asin\": \"B07T66589H\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...\", \"asin\": \"B0DHNG58GQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B081SPWBZ7\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...\", \"asin\": \"B0DZCJ5QWJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"SNNDER Funny Office Gifts for Coworkers Pen Holder for Desk, Human Resources HR Gifts, Work Humor Gifts, Document It or It Didn't Happen Wooden Pen Pencil Holder Organizer for Office Desk Accessories\", \"asin\": \"B0DTQ34HQB\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)\", \"asin\": \"B09485TCHN\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\", \"quantity\": \"\"},\n {\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Black)\", \"asin\": \"B0948RKMT3\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Leather 12 Fountain Pen/Pencil Tray Case Organizer, Fashion Design, Handmade, Magne...\", \"asin\": \"B0CSX9Y93K\", \"price\": \"$28.39\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes\", \"asin\": \"B088BC5BLC\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Medieval Armored Warrior Knight Pen Holder Desk Organizers and Accessories Resin Pe...\", \"asin\": \"B0C8YMYGHZ\", \"price\": \"$47.99\", \"quantity\": \"\"},\n {\"title\": \"Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...\", \"asin\": \"B0DLFCNFRD\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"pandapark Wood Organizer Tray,Black Walnut,Desk & Drawer Storage Box (Walnut Master)\", \"asin\": \"B07S6LLDBG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\"},\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\", \"asin\": \"B0BK5BMGYF\", \"price\": \"$15.99\"},\n {\"title\": \"Sokelinn-six\\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts\", \"asin\": \"B0B78CLY28\", \"price\": \"$16.99\"},\n {\"title\": \"Toyvian\\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\"},\n {\"title\": \"Kaizuca\\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)\", \"asin\": \"B09WR8DSSW\", \"price\": \"$4.99\"},\n {\"title\": \"MyGift\\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer\", \"asin\": \"B01LYC5HNO\", \"price\": \"$21.99\"}\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\": \"2025-05-07T09:34:20.748Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-05-07T09:34:20.748Z
|
purchase
|
B0BK5BQ8KD
|
rule
|
2025-05-07T09:34:20.748Z
|
train
| 558 |
2025-05-07T09:34:20.748Z
|
purchase
|
B0BK5BQ8KD
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "pen holder for desk"
}
],
"cart_items": [
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B0BK5BQ8KD"
},
{
"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)"
},
{
"price": "$16.99"
},
{
"bullet_list": "wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Prismatic Shape"
}
],
"promotion_items": [
{"title": "Marbrasse Wooden Desk Organizer, Multi-Functional DIY Pen Holder, Organizer for desk, Desktop Stationary, Easy Assembly, Home Office Art Supplies Storage with Drawer (B11-Cherry Color)", "asin": "B07T66589H", "price": "$15.99", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...", "asin": "B0DHNG58GQ", "price": "$15.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B081SPWBZ7", "price": "$12.99", "quantity": ""},
{"title": "Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...", "asin": "B0DZCJ5QWJ", "price": "$9.99", "quantity": ""},
{"title": "SNNDER Funny Office Gifts for Coworkers Pen Holder for Desk, Human Resources HR Gifts, Work Humor Gifts, Document It or It Didn't Happen Wooden Pen Pencil Holder Organizer for Office Desk Accessories", "asin": "B0DTQ34HQB", "price": "$19.99", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)", "asin": "B09485TCHN", "price": "$32.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B07ZVDCF3P", "price": "$13.59", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Black)", "asin": "B0948RKMT3", "price": "$32.99", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Leather 12 Fountain Pen/Pencil Tray Case Organizer, Fashion Design, Handmade, Magne...", "asin": "B0CSX9Y93K", "price": "$28.39", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Marbrasse Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes", "asin": "B088BC5BLC", "price": "$26.99", "quantity": ""},
{"title": "Medieval Armored Warrior Knight Pen Holder Desk Organizers and Accessories Resin Pe...", "asin": "B0C8YMYGHZ", "price": "$47.99", "quantity": ""},
{"title": "Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...", "asin": "B0DLFCNFRD", "price": "$9.99", "quantity": ""},
{"title": "pandapark Wood Organizer Tray,Black Walnut,Desk & Drawer Storage Box (Walnut Master)", "asin": "B07S6LLDBG", "price": "$29.98", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B07ZVDCF3P", "price": "$13.59", "quantity": ""}
],
"comparison_items": [
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99"},
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)", "asin": "B0BK5BMGYF", "price": "$15.99"},
{"title": "Sokelinn-six\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts", "asin": "B0B78CLY28", "price": "$16.99"},
{"title": "Toyvian\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59"},
{"title": "Kaizuca\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)", "asin": "B09WR8DSSW", "price": "$4.99"},
{"title": "MyGift\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer", "asin": "B01LYC5HNO", "price": "$21.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:34:20.748Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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>B0BK5BQ8KD</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0BK5BQ8KD</answer_argument>",
"index": 558,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"pen holder for desk\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BK5BQ8KD\"\n},\n {\n \"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\"\n},\n {\n \"price\": \"$16.99\"\n},\n {\n \"bullet_list\": \"wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Prismatic Shape\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Marbrasse Wooden Desk Organizer, Multi-Functional DIY Pen Holder, Organizer for desk, Desktop Stationary, Easy Assembly, Home Office Art Supplies Storage with Drawer (B11-Cherry Color)\", \"asin\": \"B07T66589H\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...\", \"asin\": \"B0DHNG58GQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B081SPWBZ7\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...\", \"asin\": \"B0DZCJ5QWJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"SNNDER Funny Office Gifts for Coworkers Pen Holder for Desk, Human Resources HR Gifts, Work Humor Gifts, Document It or It Didn't Happen Wooden Pen Pencil Holder Organizer for Office Desk Accessories\", \"asin\": \"B0DTQ34HQB\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)\", \"asin\": \"B09485TCHN\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\", \"quantity\": \"\"},\n {\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Black)\", \"asin\": \"B0948RKMT3\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Leather 12 Fountain Pen/Pencil Tray Case Organizer, Fashion Design, Handmade, Magne...\", \"asin\": \"B0CSX9Y93K\", \"price\": \"$28.39\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Bamboo Art Supply Organizer, Rotating Pencil Pen Holder, Office Supplies Desktop Storage Caddy, Like Colored Pencils, Pen, Markers, Paint Brushes\", \"asin\": \"B088BC5BLC\", \"price\": \"$26.99\", \"quantity\": \"\"},\n {\"title\": \"Medieval Armored Warrior Knight Pen Holder Desk Organizers and Accessories Resin Pe...\", \"asin\": \"B0C8YMYGHZ\", \"price\": \"$47.99\", \"quantity\": \"\"},\n {\"title\": \"Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...\", \"asin\": \"B0DLFCNFRD\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"pandapark Wood Organizer Tray,Black Walnut,Desk & Drawer Storage Box (Walnut Master)\", \"asin\": \"B07S6LLDBG\", \"price\": \"$29.98\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\"},\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\", \"asin\": \"B0BK5BMGYF\", \"price\": \"$15.99\"},\n {\"title\": \"Sokelinn-six\\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts\", \"asin\": \"B0B78CLY28\", \"price\": \"$16.99\"},\n {\"title\": \"Toyvian\\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\"},\n {\"title\": \"Kaizuca\\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)\", \"asin\": \"B09WR8DSSW\", \"price\": \"$4.99\"},\n {\"title\": \"MyGift\\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer\", \"asin\": \"B01LYC5HNO\", \"price\": \"$21.99\"}\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\": \"2025-05-07T09:34:20.748Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\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 \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLVTBK7D\"\n},\n {\n \"title\": \"Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor\"\n},\n {\n \"price\": \"$20.27\"\n},\n {\n \"bullet_list\": \"1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \\ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\\u2014keep essentials clutter-free and within \\ufeff easy reach. \\ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \\ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR5QIFM\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green\", \"asin\": \"B0BJZ83PKF\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble\", \"asin\": \"B09G9DGWNM\", \"price\": \"$10.59\", \"quantity\": \"\"},\n {\"title\": \"LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue\", \"asin\": \"B097DQVJVR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble\", \"asin\": \"/promo/A3GNUTG5ELIT8S\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\\u00e9cor 31.5\\\" x 15.7\\\" - Abstract Fluid Art\", \"asin\": \"/promo/ATRO1XN8B6R8Q\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)\", \"asin\": \"B08FFH9CRL\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...\", \"asin\": \"B0DCXZVY1V\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Radicaln Marble Salt Cellar With Lid 3.5\\\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder\", \"asin\": \"B0C2YWSP5W\", \"price\": \"$24.85\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"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\": \"2025-05-07T09:36:46.650Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:36:46.650Z
|
click
|
other
|
rule
|
2025-05-07T09:36:46.650Z
|
train
| 559 |
2025-05-07T09:36:46.650Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B0DLVTBK7D"
},
{
"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"
},
{
"price": "$20.27"
},
{
"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
{"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
{"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
{"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
{"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
{"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
{"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:36:46.650Z", // the timestamp when this action occurs
"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": 559,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\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 \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLVTBK7D\"\n},\n {\n \"title\": \"Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor\"\n},\n {\n \"price\": \"$20.27\"\n},\n {\n \"bullet_list\": \"1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \\ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\\u2014keep essentials clutter-free and within \\ufeff easy reach. \\ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \\ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR5QIFM\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green\", \"asin\": \"B0BJZ83PKF\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble\", \"asin\": \"B09G9DGWNM\", \"price\": \"$10.59\", \"quantity\": \"\"},\n {\"title\": \"LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue\", \"asin\": \"B097DQVJVR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble\", \"asin\": \"/promo/A3GNUTG5ELIT8S\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\\u00e9cor 31.5\\\" x 15.7\\\" - Abstract Fluid Art\", \"asin\": \"/promo/ATRO1XN8B6R8Q\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)\", \"asin\": \"B08FFH9CRL\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...\", \"asin\": \"B0DCXZVY1V\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Radicaln Marble Salt Cellar With Lid 3.5\\\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder\", \"asin\": \"B0C2YWSP5W\", \"price\": \"$24.85\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"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\": \"2025-05-07T09:36:46.650Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLVTBK7D\"\n},\n {\n \"title\": \"Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor\"\n},\n {\n \"price\": \"$20.27\"\n},\n {\n \"bullet_list\": \"1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \\ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\\u2014keep essentials clutter-free and within \\ufeff easy reach. \\ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \\ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR5QIFM\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green\", \"asin\": \"B0BJZ83PKF\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble\", \"asin\": \"B09G9DGWNM\", \"price\": \"$10.59\", \"quantity\": \"\"},\n {\"title\": \"LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue\", \"asin\": \"B097DQVJVR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble\", \"asin\": \"/promo/A3GNUTG5ELIT8S\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\\u00e9cor 31.5\\\" x 15.7\\\" - Abstract Fluid Art\", \"asin\": \"/promo/ATRO1XN8B6R8Q\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)\", \"asin\": \"B08FFH9CRL\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...\", \"asin\": \"B0DCXZVY1V\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Radicaln Marble Salt Cellar With Lid 3.5\\\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder\", \"asin\": \"B0C2YWSP5W\", \"price\": \"$24.85\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"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\": \"2025-05-07T09:36:46.690Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-05-07T09:36:46.690Z
|
click
|
other
|
rule
|
2025-05-07T09:36:46.690Z
|
train
| 560 |
2025-05-07T09:36:46.690Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B0DLVTBK7D"
},
{
"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"
},
{
"price": "$20.27"
},
{
"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
{"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
{"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
{"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
{"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
{"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
{"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:36:46.690Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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": 560,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLVTBK7D\"\n},\n {\n \"title\": \"Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor\"\n},\n {\n \"price\": \"$20.27\"\n},\n {\n \"bullet_list\": \"1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \\ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\\u2014keep essentials clutter-free and within \\ufeff easy reach. \\ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \\ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR5QIFM\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green\", \"asin\": \"B0BJZ83PKF\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble\", \"asin\": \"B09G9DGWNM\", \"price\": \"$10.59\", \"quantity\": \"\"},\n {\"title\": \"LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue\", \"asin\": \"B097DQVJVR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble\", \"asin\": \"/promo/A3GNUTG5ELIT8S\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\\u00e9cor 31.5\\\" x 15.7\\\" - Abstract Fluid Art\", \"asin\": \"/promo/ATRO1XN8B6R8Q\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)\", \"asin\": \"B08FFH9CRL\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...\", \"asin\": \"B0DCXZVY1V\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Radicaln Marble Salt Cellar With Lid 3.5\\\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder\", \"asin\": \"B0C2YWSP5W\", \"price\": \"$24.85\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"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\": \"2025-05-07T09:36:46.690Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLVTBK7D\"\n},\n {\n \"title\": \"Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor\"\n},\n {\n \"price\": \"$20.27\"\n},\n {\n \"bullet_list\": \"1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \\ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\\u2014keep essentials clutter-free and within \\ufeff easy reach. \\ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \\ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR5QIFM\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green\", \"asin\": \"B0BJZ83PKF\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble\", \"asin\": \"B09G9DGWNM\", \"price\": \"$10.59\", \"quantity\": \"\"},\n {\"title\": \"LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue\", \"asin\": \"B097DQVJVR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble\", \"asin\": \"/promo/A3GNUTG5ELIT8S\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\\u00e9cor 31.5\\\" x 15.7\\\" - Abstract Fluid Art\", \"asin\": \"/promo/ATRO1XN8B6R8Q\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)\", \"asin\": \"B08FFH9CRL\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...\", \"asin\": \"B0DCXZVY1V\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Radicaln Marble Salt Cellar With Lid 3.5\\\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder\", \"asin\": \"B0C2YWSP5W\", \"price\": \"$24.85\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"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\": \"2025-05-07T09:36:58.746Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:36:58.746Z
|
click_product
|
B0B5LTV6RR
|
rule
|
2025-05-07T09:36:58.746Z
|
train
| 561 |
2025-05-07T09:36:58.746Z
|
click_product
|
B0B5LTV6RR
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B0DLVTBK7D"
},
{
"title": "Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor"
},
{
"price": "$20.27"
},
{
"bullet_list": "1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\u2014keep essentials clutter-free and within \ufeff easy reach. \ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office", "asin": "B01LR5QIFM", "price": "$59.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green", "asin": "B0BJZ83PKF", "price": "$13.99", "quantity": ""},
{"title": "WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble", "asin": "B09G9DGWNM", "price": "$10.59", "quantity": ""},
{"title": "LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue", "asin": "B097DQVJVR", "price": "$13.99", "quantity": ""},
{"title": "Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble", "asin": "/promo/A3GNUTG5ELIT8S", "price": "$19.99", "quantity": ""},
{"title": "QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\u00e9cor 31.5\" x 15.7\" - Abstract Fluid Art", "asin": "/promo/ATRO1XN8B6R8Q", "price": "$16.99", "quantity": ""},
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59", "quantity": ""},
{"title": "YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)", "asin": "B08FFH9CRL", "price": "$11.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...", "asin": "B0DCXZVY1V", "price": "$29.95", "quantity": ""},
{"title": "Radicaln Marble Salt Cellar With Lid 3.5\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder", "asin": "B0C2YWSP5W", "price": "$24.85", "quantity": ""},
{"title": "Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...", "asin": "B08PZC5DD9", "price": "$21.99", "quantity": ""},
{"title": "Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...", "asin": "B0CZNFSQLX", "price": "$16.99", "quantity": ""},
{"title": "Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...", "asin": "B0DFPCK1PX", "price": "$36.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:36:58.746Z", // the timestamp when this action occurs
"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>B0B5LTV6RR</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B0B5LTV6RR</answer_argument>",
"index": 561,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DLVTBK7D\"\n},\n {\n \"title\": \"Handcrafted Green Marble Jade Natural Pen Holder & Desktop Organizer-Tumbler Cup, Multi-Use for Home, Office, Bathroom, Kitchen Decor\"\n},\n {\n \"price\": \"$20.27\"\n},\n {\n \"bullet_list\": \"1. **Stylish & Functional Design** Crafted from natural green marble and jade, this elegant organizer doubles as a decorative piece. Its minimalist design seamlessly blends with modern, rustic, or classic decor, adding \\ufeff sophistication to any space. 2. **Versatile Use Across Rooms** Perfect for holding pens, makeup brushes, toothbrushes, utensils, or skincare tools. Ideal for desks, bathrooms, kitchens, vanities, and offices\\u2014keep essentials clutter-free and within \\ufeff easy reach. \\ufeff 3. **Durable & Easy to Clean** Made from premium, non-porous stone, this organizer resists stains and water damage. Simply wipe with a dry cloth for easy maintenance. 4**A Gift That Elevates Any Space** Handcrafted with precision, this marble organizer doubles as a chic decor piece. Surprise loved ones with a functional gift that enhances home offices, vanities, or kitchen aesthetics. Endless Versatility, One Compact Solution Perfectly sized for desks, countertops, or shelves! Use it to hold pens, makeup brushes, toothbrushes, utensils, or skincare tools. Compact design saves space while keeping essentials organized. 5. **Perfect Gift for Home Lovers** Handcrafted with attention to detail, this unique marble piece is a functional yet beautiful gift for housewarmings, birthdays, or anyone valuing stylish home upgrades. \\ufeff If the cup loses its luster, we can simply heat it up and then wipe it with a clean cloth, and the cup will restore its original luster for long-term use. Pen holder cup, makeup brush storage cup, bathroom mouthwash cup, office decoration desktop organizer\\uff0cjade,green marble bathroom tumbler cup marble cup marble pen holder marble bathroom accessories green pen holder ceramic pencil holder green marbles marble desk ceramic pen holder Handcrafted Green Marble Pen Holder-Organizer Cup -Bathroom counter sorting, Makeup Brush & Utensil Storage, Eco-Friendly Home & Office Desk Decor\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Decorative Onyx Stone Pencil Holder, Marble Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR5QIFM\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Large Capacity Colored Pen Holder for Desk, Ceramic Pencil Holder Makeup Brush Holders, Desk Accessories & Workspace Organizers for Home, School & Office, Colorful Green\", \"asin\": \"B0BJZ83PKF\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"WAVEYU Pen Holder for Women Girls, Pencil Cup Pink Desk Decor, Makeup Brush Holder Large Pu Leather Multi-Functional Organizer Cup for Office, Classroom, Home, Colorful Marble\", \"asin\": \"B09G9DGWNM\", \"price\": \"$10.59\", \"quantity\": \"\"},\n {\"title\": \"LEAZUL Pen Holder, Makeup Brush Holder Ceramic Shiny Gold Terrazzo Marble Stone Pattern Pencil Cup for Girls Kids Women Durable Stand Desk Organizer Storage Gift for Office, Classroom, Home Light Blue\", \"asin\": \"B097DQVJVR\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Ergonomic Large Mouse Pad and Keyboard Wrist Rest, Desk Pad for Keyboard and Mouse, 4-in-1 Large Gaming Mouse Pad with Wrist Support - Blue Marble\", \"asin\": \"/promo/A3GNUTG5ELIT8S\", \"price\": \"$19.99\", \"quantity\": \"\"},\n {\"title\": \"QIYI Large Mouse Pad, PU Leather Desk Mat for Desktop, Waterproof Gaming Desk Pad, Marble Painting Full Desk Accessories Keyboard Mousepad, Home & Office D\\u00e9cor 31.5\\\" x 15.7\\\" - Abstract Fluid Art\", \"asin\": \"/promo/ATRO1XN8B6R8Q\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"YOSCO Ceramic Desk Pen Holder Stand Cute Pencil Cup Pot Desk Organizer Makeup Brush Holder (Pearl)\", \"asin\": \"B08FFH9CRL\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Handcrafted Natural Agate Business Card Holder from Brazil - Elegant Desk Organizer...\", \"asin\": \"B0DCXZVY1V\", \"price\": \"$29.95\", \"quantity\": \"\"},\n {\"title\": \"Radicaln Marble Salt Cellar With Lid 3.5\\\" Inch Green Onyx Handmade Spice Jar For Kitchen Ideal Salt Containers, Salt And Pepper Holder & Stone Salt Holder\", \"asin\": \"B0C2YWSP5W\", \"price\": \"$24.85\", \"quantity\": \"\"},\n {\"title\": \"Natural Marble Pencil Pen Holder Stand for Desk, Makeup Brush Cup for Girls, Bathro...\", \"asin\": \"B08PZC5DD9\", \"price\": \"$21.99\", \"quantity\": \"\"},\n {\"title\": \"Pencil & Pen Holder for Desk, Solid Walnut Pen Display Stand with 9 Slots and Cell ...\", \"asin\": \"B0CZNFSQLX\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Marble Pen Holder, White Stone Rectangular Desktop Organizer, Office Study Makeup B...\", \"asin\": \"B0DFPCK1PX\", \"price\": \"$36.99\", \"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\": \"2025-05-07T09:36:58.746Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B5LTV6RR\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...\", \"asin\": \"B0D12J11Y7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"UnionBasic Desk Organizer - Multifunctional Leather Desktop Pen Holder Storage Box - Business Card/Pen/Pencil/Mobile Phone/Stationery Holder, Blue\", \"asin\": \"B01DP9ZDR2\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Silicone Pen Holder, Pencil Holder Cute Pens Cup for Desk for Kids Office Decor Des...\", \"asin\": \"B0CPB9W1RP\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...\", \"asin\": \"B0D12J11Y7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Makeup Brush Holder, 360\\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...\", \"asin\": \"B0C4P3R7NJ\", \"price\": \"$14.90\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Pen Holder For Desk Cute Flower Stand Pencil Cup Pot Desk Organizer Makeup ...\", \"asin\": \"B08TWCW13G\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Multifunctional Pen Holder and Organizer for Desk with Wireless Charger, Digital Indoor Thermometer and Humidity Gauge, Home Office Organizers and Storage (Battery Included)\", \"asin\": \"B09CSYNVCD\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Ludato 2 Pieces Mesh Pen Holder Desk Organizers and Accessories for Desk\\uff0c3 Compartments Black Pencil Holder for Office Supplies\\uff0c Gifts for Colleague\", \"asin\": \"B08RDC3YKP\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Pink)\", \"asin\": \"B0CY9DVP57\", \"price\": \"$9.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (White)\", \"asin\": \"B0B5LV9BRN\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"Aewill\\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\"},\n {\"title\": \"SIEBOLD\\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)\", \"asin\": \"B0CY9JDL5D\", \"price\": \"$15.99\"}\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\": \"2025-05-07T09:37:15.162Z\", // 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
|
2025-05-07T09:37:15.162Z
|
click
|
product_option
|
rule
|
2025-05-07T09:37:15.162Z
|
train
| 562 |
2025-05-07T09:37:15.162Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B0B5LTV6RR"
},
{
"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)"
},
{
"price": "$7.59"
},
{
"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Grey"
}
],
"promotion_items": [
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...", "asin": "B0D12J11Y7", "price": "$11.99", "quantity": ""},
{"title": "Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...", "asin": "B09V2C7D4Z", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "UnionBasic Desk Organizer - Multifunctional Leather Desktop Pen Holder Storage Box - Business Card/Pen/Pencil/Mobile Phone/Stationery Holder, Blue", "asin": "B01DP9ZDR2", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Silicone Pen Holder, Pencil Holder Cute Pens Cup for Desk for Kids Office Decor Des...", "asin": "B0CPB9W1RP", "price": "$7.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...", "asin": "B09V2C7D4Z", "price": "$9.99", "quantity": ""},
{"title": "Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...", "asin": "B0D12J11Y7", "price": "$11.99", "quantity": ""},
{"title": "Makeup Brush Holder, 360\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...", "asin": "B0C4P3R7NJ", "price": "$14.90", "quantity": ""},
{"title": "Ceramic Pen Holder For Desk Cute Flower Stand Pencil Cup Pot Desk Organizer Makeup ...", "asin": "B08TWCW13G", "price": "$11.99", "quantity": ""},
{"title": "Multifunctional Pen Holder and Organizer for Desk with Wireless Charger, Digital Indoor Thermometer and Humidity Gauge, Home Office Organizers and Storage (Battery Included)", "asin": "B09CSYNVCD", "price": "$39.95", "quantity": ""},
{"title": "Ludato 2 Pieces Mesh Pen Holder Desk Organizers and Accessories for Desk\uff0c3 Compartments Black Pencil Holder for Office Supplies\uff0c Gifts for Colleague", "asin": "B08RDC3YKP", "price": "$16.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...", "asin": "B09V2C7D4Z", "price": "$9.99", "quantity": ""}
],
"comparison_items": [
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Pink)", "asin": "B0CY9DVP57", "price": "$9.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (White)", "asin": "B0B5LV9BRN", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "Aewill\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)", "asin": "B09V2C7D4Z", "price": "$9.99"},
{"title": "SIEBOLD\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)", "asin": "B0CY9JDL5D", "price": "$15.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:37:15.162Z", // 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": 562,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0B5LTV6RR\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Grey\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...\", \"asin\": \"B0D12J11Y7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"UnionBasic Desk Organizer - Multifunctional Leather Desktop Pen Holder Storage Box - Business Card/Pen/Pencil/Mobile Phone/Stationery Holder, Blue\", \"asin\": \"B01DP9ZDR2\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Silicone Pen Holder, Pencil Holder Cute Pens Cup for Desk for Kids Office Decor Des...\", \"asin\": \"B0CPB9W1RP\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Cactus Pen Holder Stand Cup Cactus Pencil Holder Organizer Makeup Brush Hol...\", \"asin\": \"B0D12J11Y7\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Makeup Brush Holder, 360\\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...\", \"asin\": \"B0C4P3R7NJ\", \"price\": \"$14.90\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Pen Holder For Desk Cute Flower Stand Pencil Cup Pot Desk Organizer Makeup ...\", \"asin\": \"B08TWCW13G\", \"price\": \"$11.99\", \"quantity\": \"\"},\n {\"title\": \"Multifunctional Pen Holder and Organizer for Desk with Wireless Charger, Digital Indoor Thermometer and Humidity Gauge, Home Office Organizers and Storage (Battery Included)\", \"asin\": \"B09CSYNVCD\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Ludato 2 Pieces Mesh Pen Holder Desk Organizers and Accessories for Desk\\uff0c3 Compartments Black Pencil Holder for Office Supplies\\uff0c Gifts for Colleague\", \"asin\": \"B08RDC3YKP\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home ...\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Pink)\", \"asin\": \"B0CY9DVP57\", \"price\": \"$9.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (White)\", \"asin\": \"B0B5LV9BRN\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"Aewill\\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)\", \"asin\": \"B09V2C7D4Z\", \"price\": \"$9.99\"},\n {\"title\": \"SIEBOLD\\u00a0Ceramic Pen Holder Stand Cup Pencil Holder Organizer Makeup Brush Holders for Home Office Desk (Pink)\", \"asin\": \"B0CY9JDL5D\", \"price\": \"$15.99\"}\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\": \"2025-05-07T09:37:15.162Z\", // 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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"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\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WXR2VJ5\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...\", \"asin\": \"B0BHVCFR5B\", \"price\": \"$12.98\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...\", \"asin\": \"B0C9JPPLYJ\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...\", \"asin\": \"B0BHVCFR5B\", \"price\": \"$12.98\", \"quantity\": \"\"},\n {\"title\": \"Makeup Brush Holder, 360\\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...\", \"asin\": \"B0C4P3R7NJ\", \"price\": \"$14.90\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)\", \"asin\": \"B09WXR2VJ5\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Grey)\", \"asin\": \"B0CY9G65HZ\", \"price\": \"$9.99\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"ZUFECY\\u00a0Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)\", \"asin\": \"B0C61NVPSY\", \"price\": \"$5.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)\", \"asin\": \"B0DNFCNB4F\", \"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\": \"2025-05-07T09:37:19.851Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:37:19.851Z
|
click
|
product_option
|
rule
|
2025-05-07T09:37:19.851Z
|
train
| 563 |
2025-05-07T09:37:19.851Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "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": ""
}
],
"cart_items": [
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B09WXR2VJ5"
},
{
"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)"
},
{
"price": "$7.59"
},
{
"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Beige"
}
],
"promotion_items": [
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...", "asin": "B0BHVCFR5B", "price": "$12.98", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office", "asin": "B01LR4FXS6", "price": "$59.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...", "asin": "B0C9JPPLYJ", "price": "$21.59", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...", "asin": "B0BHVCFR5B", "price": "$12.98", "quantity": ""},
{"title": "Makeup Brush Holder, 360\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...", "asin": "B0C4P3R7NJ", "price": "$14.90", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""}
],
"comparison_items": [
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)", "asin": "B09WXR2VJ5", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Grey)", "asin": "B0CY9G65HZ", "price": "$9.99"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "ZUFECY\u00a0Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)", "asin": "B0C61NVPSY", "price": "$5.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)", "asin": "B0DNFCNB4F", "price": "$7.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:37:19.851Z", // the timestamp when this action occurs
"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": 563,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"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\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WXR2VJ5\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...\", \"asin\": \"B0BHVCFR5B\", \"price\": \"$12.98\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Decorative Black Marble Pencil Holder, Stone Pen Cup for Desk, Home or Office\", \"asin\": \"B01LR4FXS6\", \"price\": \"$59.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...\", \"asin\": \"B0C9JPPLYJ\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Pen holder, aluminum alloy waterproof pen holder, desktop simple and modern minimal...\", \"asin\": \"B0BHVCFR5B\", \"price\": \"$12.98\", \"quantity\": \"\"},\n {\"title\": \"Makeup Brush Holder, 360\\u00b0 Rotating Makeup Brush Organizer, Cosmetic Brushes Storage...\", \"asin\": \"B0C4P3R7NJ\", \"price\": \"$14.90\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Light grey)\", \"asin\": \"B09WXR2VJ5\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Grey)\", \"asin\": \"B0CY9G65HZ\", \"price\": \"$9.99\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"ZUFECY\\u00a0Pen Holder Stand for Desk, Scandinavian Design Desk Organizer Makeup Brush Holder for School, Home, Office (Gray)\", \"asin\": \"B0C61NVPSY\", \"price\": \"$5.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Desk Organizer And Accessories (Dark Blue)\", \"asin\": \"B0DNFCNB4F\", \"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\": \"2025-05-07T09:37:19.851Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...\", \"asin\": \"B0DLG2VWZN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...\", \"asin\": \"B0C9JPPLYJ\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Henoyso 2 Pcs Wood Pen Pencil Holder Geometric Pencil Cup Stand Makeup Organizer for Pen Holder Desk Home Office Adults(Bamboo)\", \"asin\": \"B0BK8TXS95\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:37:22.256Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:37:22.256Z
|
purchase
|
B09WY7KNYZ
|
rule
|
2025-05-07T09:37:22.256Z
|
train
| 564 |
2025-05-07T09:37:22.256Z
|
purchase
|
B09WY7KNYZ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B09WY7KNYZ"
},
{
"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"
},
{
"price": "$7.59"
},
{
"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Beige"
}
],
"promotion_items": [
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...", "asin": "B0DLG2VWZN", "price": "$9.99", "quantity": ""},
{"title": "Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...", "asin": "B0C9JPPLYJ", "price": "$21.59", "quantity": ""},
{"title": "Henoyso 2 Pcs Wood Pen Pencil Holder Geometric Pencil Cup Stand Makeup Organizer for Pen Holder Desk Home Office Adults(Bamboo)", "asin": "B0BK8TXS95", "price": "$15.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""}
],
"comparison_items": [
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:37:22.256Z", // the timestamp when this action occurs
"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>B09WY7KNYZ</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B09WY7KNYZ</answer_argument>",
"index": 564,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Walnut Wooden Pencil Holder Cup for Desk Natural Wood Pen Holder Stand for Office H...\", \"asin\": \"B0DLG2VWZN\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Makeup Brush Holder with Lid 360 Rotating Clear Dustproof Make Up Organizers for Va...\", \"asin\": \"B0C9JPPLYJ\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"Henoyso 2 Pcs Wood Pen Pencil Holder Geometric Pencil Cup Stand Makeup Organizer for Pen Holder Desk Home Office Adults(Bamboo)\", \"asin\": \"B0BK8TXS95\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:37:22.256Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\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 \"cart_items\": [\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:02.788Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:38:02.788Z
|
click
|
quantity
|
rule
|
2025-05-07T09:38:02.788Z
|
train
| 565 |
2025-05-07T09:38:02.788Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"title": "Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System", "asin": "B07HML1BT5", "price": "$600.00", "quantity": "1"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B09WY7KNYZ"
},
{
"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"
},
{
"price": "$7.59"
},
{
"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Beige"
}
],
"promotion_items": [
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}
],
"comparison_items": [
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:38:02.788Z", // the timestamp when this action occurs
"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>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 565,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\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 \"cart_items\": [\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"title\": \"Doona Car Seat & Stroller, Nitro Black - All-in-One Travel System\", \"asin\": \"B07HML1BT5\", \"price\": \"$600.00\", \"quantity\": \"1\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:02.788Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"asin\": \"B07HML1BT5\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:17.591Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:38:17.591Z
|
click
|
quantity
|
rule
|
2025-05-07T09:38:17.591Z
|
train
| 566 |
2025-05-07T09:38:17.591Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"asin": "B07HML1BT5"},
{"title": "Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy", "asin": "B0856PVTCP", "price": "$449.00", "quantity": "1"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B09WY7KNYZ"
},
{
"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"
},
{
"price": "$7.59"
},
{
"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Beige"
}
],
"promotion_items": [
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}
],
"comparison_items": [
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:38:17.591Z", // the timestamp when this action occurs
"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>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 566,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"asin\": \"B07HML1BT5\"},\n {\"title\": \"Babyzen YOYO2 Stroller - Black Frame with Taupe Seat Cushion & Canopy\", \"asin\": \"B0856PVTCP\", \"price\": \"$449.00\", \"quantity\": \"1\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:17.591Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"asin\": \"B0856PVTCP\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:19.895Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:38:19.895Z
|
click
|
quantity
|
rule
|
2025-05-07T09:38:19.895Z
|
train
| 567 |
2025-05-07T09:38:19.895Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"asin": "B0856PVTCP"},
{"title": "Amazon eGift Card - Smile Orange (Animated)", "asin": "B004LLIKVU", "price": "$50.00"}
],
"product_details": [
{
"asin": "B09WY7KNYZ"
},
{
"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"
},
{
"price": "$7.59"
},
{
"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Beige"
}
],
"promotion_items": [
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}
],
"comparison_items": [
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:38:19.895Z", // the timestamp when this action occurs
"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>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 567,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"asin\": \"B0856PVTCP\"},\n {\"title\": \"Amazon eGift Card - Smile Orange (Animated)\", \"asin\": \"B004LLIKVU\", \"price\": \"$50.00\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:19.895Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"asin\": \"B004LLIKVU\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:21.597Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:38:21.597Z
|
click
|
quantity
|
rule
|
2025-05-07T09:38:21.597Z
|
train
| 568 |
2025-05-07T09:38:21.597Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": "1"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"},
{"asin": "B004LLIKVU"}
],
"product_details": [
{
"asin": "B09WY7KNYZ"
},
{
"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"
},
{
"price": "$7.59"
},
{
"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Beige"
}
],
"promotion_items": [
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}
],
"comparison_items": [
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:38:21.597Z", // the timestamp when this action occurs
"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>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 568,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"minimaliving Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"1\"},\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"},\n {\"asin\": \"B004LLIKVU\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:21.597Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"asin\": \"B09WY7KNYZ\"},\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:27.883Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:38:27.883Z
|
click
|
nav_bar
|
rule
|
2025-05-07T09:38:27.883Z
|
train
| 569 |
2025-05-07T09:38:27.883Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"asin": "B09WY7KNYZ"},
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"}
],
"product_details": [
{
"asin": "B09WY7KNYZ"
},
{
"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)"
},
{
"price": "$7.59"
},
{
"bullet_list": "\u3010Safe material\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \u3010Stylish & versatile design\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \u3010Skid resistance&Large capacity\u30113.94 \u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \u3010Waterproof&Multifunctional\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \u3010Satisfaction guarantee\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Beige"
}
],
"promotion_items": [
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...", "asin": "B0CY9FDJ4J", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\u00b0Rotating Office Acces...", "asin": "B0CY9FWV19", "price": "$7.99", "quantity": ""},
{"title": "Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)", "asin": "B08XW3826J", "price": "$12.59", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\u00d73.14inch (Grey)", "asin": "B0C789HMSC", "price": "$9.99", "quantity": ""},
{"title": "Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\uff08Green\uff09", "asin": "B0C5M4FXD3", "price": "$7.99", "quantity": ""},
{"title": "Creative Design Silicone Pen and Pencil Holder (White)", "asin": "B077ZW7ZDW", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...", "asin": "B0B4CJMXPW", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...", "asin": "B07YJHJ79X", "price": "$6.99", "quantity": ""},
{"title": "Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...", "asin": "B0CSZC5LN2", "price": "$27.00", "quantity": ""},
{"title": "Dacasso Classic Leather Mat Desk pad, 34\" x 20\", Chocolate Brown", "asin": "B001F4OOR0", "price": "$143.99", "quantity": ""},
{"title": "Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\u00d73.14inch (Blue)", "asin": "B0C789YPVZ", "price": "$12.99", "quantity": ""},
{"title": "Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...", "asin": "B07PJ7CLVY", "price": "$27.99", "quantity": ""},
{"title": "Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...", "asin": "B0DP4WW1TZ", "price": "$9.99", "quantity": ""},
{"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": ""},
{"title": "Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)", "asin": "B0DPJSRR76", "price": "$6.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer", "asin": "B0CH7S6C93", "price": "$7.99", "quantity": ""},
{"title": "SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige", "asin": "B0C9ZHWC9K", "price": "$9.98", "quantity": ""},
{"title": "YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\" x 13.8\", Eggshell)", "asin": "/promo/A2SEN3R4Z8MFIW", "price": "$9.99", "quantity": ""},
{"title": "Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer", "asin": "B0DJP165YW", "price": "$6.99", "quantity": ""},
{"title": "Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women", "asin": "B0C9W8DD9S", "price": "$8.99", "quantity": ""},
{"title": "Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)", "asin": "B0C6LVPPC2", "price": "$5.99", "quantity": ""}
],
"comparison_items": [
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B09WY7KNYZ", "price": "$7.59"},
{"title": "minimaliving\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)", "asin": "B0CY9FDJ4J", "price": "$6.99"},
{"title": "minimaliving\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)", "asin": "B0B5LTV6RR", "price": "$7.59"},
{"title": "KIBAGA\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup", "asin": "B0BYNWYK8C", "price": "$8.99"},
{"title": "HighHerz\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)", "asin": "B0DNF9K887", "price": "$5.99"},
{"title": "WOODWORD\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor", "asin": "B0D45B1ZZP", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:38:27.883Z", // the timestamp when this action occurs
"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": 569,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"asin\": \"B09WY7KNYZ\"},\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B09WY7KNYZ\"\n},\n {\n \"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\"\n},\n {\n \"price\": \"$7.59\"\n},\n {\n \"bullet_list\": \"\\u3010Safe material\\u3011Made of high quality organic silicone,pen holder for desk white is flexible and not easily damaged.Non-toxic and tasteless,pencil holder is bpa free.The food grade silicone of office supplies is more broken-resistant and softer than plastic and ceramic. \\u3010Stylish & versatile design\\u3011With fashion and modern design,grey desk organizers and accessories can be compatible well with any decor of your office,home and school.The fresh and simple gray desktop organizer is decorated as modest and serene hue on the desktop.The minimalist design of pen holder for desk cute will give you inspiration. \\u3010Skid resistance&Large capacity\\u30113.94 \\u00d73.34 inches.The round base of pencil cup for office white is stable and does not fall over easily.The edge of pencil organizer is smooth,average thickness of 3mm.The round and wide desk pen holder can help you to find pens or pencils, keeping your desk tidy and organized. \\u3010Waterproof&Multifunctional\\u3011Minimaliving pencil organizer for desk is waterproof and can be washed if it gets dirty.Pencil holders and organizers can be used not only for cute office decor, but also for your makeup tools and kitchen things. \\u3010Satisfaction guarantee\\u3011Pen cup for desk white has delicate package and can be sent as gift to friends.If there is any problem with office desk accessories, please also feel free to contact us so that we can solve the problem as soon as possible.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Beige\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist D...\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Organizer,Sparkling Diamond-like Pen Holder for Desk 360\\u00b0Rotating Office Acces...\", \"asin\": \"B0CY9FWV19\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Vaydeer Metal Pen Holder Aluminum Pencil Holder for desk, Round Desktop Organizer and Black Pencil Cup for Office, School, Home and Stationary Supplies (3.15 x 3.15 x 3.94 Inches)\", \"asin\": \"B08XW3826J\", \"price\": \"$12.59\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-slip silicone bottom3.9\\u00d73.14inch (Grey)\", \"asin\": \"B0C789HMSC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Marbrasse Desk Organizer, 360-Degree Rotating Pen Holder for Desk, Desk Organizers and Accessories with 5 Compartments Pencil Organizer, Art Supply Storage Box Caddy for Office, Home\\uff08Green\\uff09\", \"asin\": \"B0C5M4FXD3\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Creative Design Silicone Pen and Pencil Holder (White)\", \"asin\": \"B077ZW7ZDW\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Cup Office Desk Organizer, Makeup Brush Holder,...\", \"asin\": \"B0B4CJMXPW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"2 Pack Clear Acrylic Pencil Pen Holder Cup,Desk Accessories Holder,Makeup Brush Sto...\", \"asin\": \"B07YJHJ79X\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder - Toothbrush Holder, Desk Organizer, Makeup Brush Holder, Gift for Home,...\", \"asin\": \"B0CSZC5LN2\", \"price\": \"$27.00\", \"quantity\": \"\"},\n {\"title\": \"Dacasso Classic Leather Mat Desk pad, 34\\\" x 20\\\", Chocolate Brown\", \"asin\": \"B001F4OOR0\", \"price\": \"$143.99\", \"quantity\": \"\"},\n {\"title\": \"Metal Pen Holder for Desk Round Aluminum Desktop Organizer and Makeup Brush Holder Storage Box for Office, School, Home, and Kids, Non-Slip Silicone bottom3.9\\u00d73.14inch (Blue)\", \"asin\": \"B0C789YPVZ\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Knight Pen Holder Desk Organizers and Accessories Desk Decor Resin Pen Holder as Gi...\", \"asin\": \"B07PJ7CLVY\", \"price\": \"$27.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Ceramic Pencil Organizer & Makeup Brush Holder, Office Decor a...\", \"asin\": \"B0DP4WW1TZ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood...\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder for Desk, Makeup Brushes Cup, Pencil Holders, Office&Home Organizer (white)\", \"asin\": \"B0DPJSRR76\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder, 3 x 3 Crystal Clear Acrylic Notepad Holder Acrylic Sticky Note Dispenser for Dorm Room and Office Desk Organizer\", \"asin\": \"B0CH7S6C93\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"SKYDUE 360 Degree Rotating Desk Organizer, Dual-Purpose Pencil Pen Holder for Desk, Rotating Desk Pen Organizer with 5 Slots, Pencil Cup for Office, School, Home Beige\", \"asin\": \"B0C9ZHWC9K\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"YSAGi Leather Desk Pad Protector, Office Desk Mat, Large Mouse Pad, Non-Slip PU Leather Desk Blotter, Waterproof Laptop Desk Writing Pad for Office and Home (23.6\\\" x 13.8\\\", Eggshell)\", \"asin\": \"/promo/A2SEN3R4Z8MFIW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acrylic Sticky Note Holder Self Stick Note Pad Holder for Classroom Office Desk Organizer\", \"asin\": \"B0DJP165YW\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Ddaowanx Gel Pens, 6 Pcs 0.5mm Quick Dry Black Ink Pens Fine Point Smooth Writing Pens, Cute Office School Supplies Gifts for Women\", \"asin\": \"B0C9W8DD9S\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Leadiy Acrylic Coaster Decorative Plates, Irregular Bar Drink Coaster, Clear Cloud Shape Coffee Cup Coaster, Perfect for Tabletop Protection and Accessories Display.(Clear)\", \"asin\": \"B0C6LVPPC2\", \"price\": \"$5.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder for Desk,Nordic Elegance Square Silicone Pencil Holder Soft Minimalist Desk Pen Cup Stand Waterproof Multifunctional Office Supplies for Home,Kids and School(Beige)\", \"asin\": \"B0CY9FDJ4J\", \"price\": \"$6.99\"},\n {\"title\": \"minimaliving\\u00a0Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Minimalist Makeup Organizer Multifunctional Office Supplies for Home,Kids and School (Pink)\", \"asin\": \"B0B5LTV6RR\", \"price\": \"$7.59\"},\n {\"title\": \"KIBAGA\\u00a0Aesthetic Pen Holder for Desk - Modern Concrete Pencil Holder - Cute and Functional Desk Organizer for Office Supplies - Stylish Office Decor Pen Cup\", \"asin\": \"B0BYNWYK8C\", \"price\": \"$8.99\"},\n {\"title\": \"HighHerz\\u00a0Aesthetic Pen Holder For Desk, Modern Silicone Pencil Holder, Stylish Office Desk Decor, Made of 5 mm Thickened Premium Silicone, Office Organizer And Accessories (Beige)\", \"asin\": \"B0DNF9K887\", \"price\": \"$5.99\"},\n {\"title\": \"WOODWORD\\u00a0Pen Holder for Desk Aesthetic Ceramic Pencil Holder Cute Desk Accessories for Desk Organizer Modern Pen Cup for Your Office Decor\", \"asin\": \"B0D45B1ZZP\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:27.883Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:27.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:40.594Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:38:40.594Z
|
click
|
other
|
rule
|
2025-05-07T09:38:40.594Z
|
train
| 570 |
2025-05-07T09:38:40.594Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:27.883Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:38:40.594Z", // the timestamp when this action occurs
"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": 570,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:27.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-05-07T09:38:40.594Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:27.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T09:38:40.594Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BK5BQ8KD\"\n},\n {\n \"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\"\n},\n {\n \"price\": \"$16.99\"\n},\n {\n \"bullet_list\": \"wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Square Shape\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...\", \"asin\": \"B0DZCJ5QWJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...\", \"asin\": \"B0DHNG58GQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Ludato Desk Organizers Pen Holder for Desk, 4 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories\", \"asin\": \"B0D97PHQ6L\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B081SPWBZ7\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"6 Cup Splicing Clips Pen Holder, Modular 65\\u00b0 Desk Organizer for Markers, Pencils, a...\", \"asin\": \"B0DXPC2SQ6\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\", \"quantity\": \"\"},\n {\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)\", \"asin\": \"B09485TCHN\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)\", \"asin\": \"B09485TCHN\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"Buqoo North American Walnut Wood Sticky Note Holder, Self Stick Note Pad Holder, 4 x 4 inch Post It Note Dispenser Desk Organizer Suitable for Home School Business Elites Office Desk Accessories\", \"asin\": \"B0DZBHWRP7\", \"price\": \"$21.98\", \"quantity\": \"\"},\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\"},\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\", \"asin\": \"B0BK5BMGYF\", \"price\": \"$15.99\"},\n {\"title\": \"Sokelinn-six\\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts\", \"asin\": \"B0B78CLY28\", \"price\": \"$16.99\"},\n {\"title\": \"Toyvian\\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\"},\n {\"title\": \"Kaizuca\\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)\", \"asin\": \"B09WR8DSSW\", \"price\": \"$4.99\"},\n {\"title\": \"MyGift\\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer\", \"asin\": \"B01LYC5HNO\", \"price\": \"$21.99\"}\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\": \"2025-05-07T09:38:46.260Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:38:46.260Z
|
click
|
product_option
|
rule
|
2025-05-07T09:38:46.260Z
|
train
| 571 |
2025-05-07T09:38:46.260Z
|
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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:27.883Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-07T09:38:40.594Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"}
],
"product_details": [
{
"asin": "B0BK5BQ8KD"
},
{
"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)"
},
{
"price": "$16.99"
},
{
"bullet_list": "wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Square Shape"
}
],
"promotion_items": [
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...", "asin": "B0DZCJ5QWJ", "price": "$9.99", "quantity": ""},
{"title": "Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...", "asin": "B0DHNG58GQ", "price": "$15.99", "quantity": ""},
{"title": "Ludato Desk Organizers Pen Holder for Desk, 4 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories", "asin": "B0D97PHQ6L", "price": "$12.99", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B081SPWBZ7", "price": "$12.99", "quantity": ""},
{"title": "6 Cup Splicing Clips Pen Holder, Modular 65\u00b0 Desk Organizer for Markers, Pencils, a...", "asin": "B0DXPC2SQ6", "price": "$17.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B07ZVDCF3P", "price": "$13.59", "quantity": ""},
{"title": "Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk", "asin": "B0DMZSVVSW", "price": "$32.99", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)", "asin": "B09485TCHN", "price": "$32.99", "quantity": ""},
{"title": "Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...", "asin": "B092YMVJ96", "price": "$8.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""},
{"title": "Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)", "asin": "B09485TCHN", "price": "$32.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""},
{"title": "Buqoo North American Walnut Wood Sticky Note Holder, Self Stick Note Pad Holder, 4 x 4 inch Post It Note Dispenser Desk Organizer Suitable for Home School Business Elites Office Desk Accessories", "asin": "B0DZBHWRP7", "price": "$21.98", "quantity": ""},
{"title": "MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99", "quantity": ""},
{"title": "Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''", "asin": "B0BHWSNV8L", "price": "$16.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""}
],
"comparison_items": [
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99"},
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)", "asin": "B0BK5BMGYF", "price": "$15.99"},
{"title": "Sokelinn-six\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts", "asin": "B0B78CLY28", "price": "$16.99"},
{"title": "Toyvian\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59"},
{"title": "Kaizuca\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)", "asin": "B09WR8DSSW", "price": "$4.99"},
{"title": "MyGift\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer", "asin": "B01LYC5HNO", "price": "$21.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:38:46.260Z", // the timestamp when this action occurs
"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": 571,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:27.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T09:38:40.594Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BK5BQ8KD\"\n},\n {\n \"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\"\n},\n {\n \"price\": \"$16.99\"\n},\n {\n \"bullet_list\": \"wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Square Shape\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...\", \"asin\": \"B0DZCJ5QWJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...\", \"asin\": \"B0DHNG58GQ\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Ludato Desk Organizers Pen Holder for Desk, 4 Compartments Black Mesh Pen Holder Storage for Office Desk Accessories\", \"asin\": \"B0D97PHQ6L\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B081SPWBZ7\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"6 Cup Splicing Clips Pen Holder, Modular 65\\u00b0 Desk Organizer for Markers, Pencils, a...\", \"asin\": \"B0DXPC2SQ6\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\", \"quantity\": \"\"},\n {\"title\": \"Buqoo 3PCS Walnut Wood Desk Organizer with 4 x 4 in Sticky Note Holder and Tape Dispenser & Wooden Pen Holder for Office Desk Accessories for Men or Women & School N Home Office Supplies for Desk\", \"asin\": \"B0DMZSVVSW\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)\", \"asin\": \"B09485TCHN\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Pencil Holder Cup Container PU Leather Desk Organizer Stand Decor Brush Scissor...\", \"asin\": \"B092YMVJ96\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"Desk Supplies Organizer, Multi-Functional Pencil Pen Holder with Wireless Charger, Desktop Stationery Organizer, Home Office Supply Storage Box Caddy (Brown)\", \"asin\": \"B09485TCHN\", \"price\": \"$32.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"Buqoo North American Walnut Wood Sticky Note Holder, Self Stick Note Pad Holder, 4 x 4 inch Post It Note Dispenser Desk Organizer Suitable for Home School Business Elites Office Desk Accessories\", \"asin\": \"B0DZBHWRP7\", \"price\": \"$21.98\", \"quantity\": \"\"},\n {\"title\": \"MyGift Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"Mie Creations Geometric Wooden Pencil Holder for Desk Table | Wood Pen Cup Stand for Office, Cute Desktop Organizer for Makeup Brushes, Stationery Decor | Rustic Mothers Day Gifts for Mom- Brown 4''\", \"asin\": \"B0BHWSNV8L\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\"},\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\", \"asin\": \"B0BK5BMGYF\", \"price\": \"$15.99\"},\n {\"title\": \"Sokelinn-six\\u00a0Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts\", \"asin\": \"B0B78CLY28\", \"price\": \"$16.99\"},\n {\"title\": \"Toyvian\\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\"},\n {\"title\": \"Kaizuca\\u00a0Wooden Pencil Holder, Stationery Organizer, Square Pen Cup Holder, Black Walnut Wood, Handwork, Desk Decoration, for Stationery, Make up Brushes, Desks, Offices (Brown)\", \"asin\": \"B09WR8DSSW\", \"price\": \"$4.99\"},\n {\"title\": \"MyGift\\u00a0Set of 2 Natural Grain Wood Desktop Pen Holder Pencil Holder Cup, Office Dorm Home Desk Supplies Organizer\", \"asin\": \"B01LYC5HNO\", \"price\": \"$21.99\"}\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\": \"2025-05-07T09:38:46.260Z\", // the timestamp when this action occurs\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:27.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T09:38:40.594Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:38:46.260Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BK5BMGYF\"\n},\n {\n \"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\"\n},\n {\n \"price\": \"$15.99\"\n},\n {\n \"bullet_list\": \"wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Square Shape\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Toyvian Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B081SPWBZ7\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"Brown Walnut Wooden Pencil Box, Natural Wood Pen Holder Storage Box, Geometric Desk...\", \"asin\": \"B0DH1ZNXJW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Caddy Stand, Durable Vintage Rustic Box For Desktop Men Supplies Accessories Stationery Makeup Brushes Offices Decoration\", \"asin\": \"B0DM4R9H5Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...\", \"asin\": \"B0DZCJ5QWJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...\", \"asin\": \"B0DHNKPMJ6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Flexzion Rustic Wooden Pencil Holder for Office - 3 Compartments - Desk and Table Storage Organizer - Multifunctional Remote Control Holder for Home, School and Office\", \"asin\": \"B07M9NGDLG\", \"price\": \"$11.95\", \"quantity\": \"\"},\n {\"title\": \"Wood Business Card Holder, Tabletop Walnut Name Card Holder, Office Desktop Wooden ...\", \"asin\": \"B08F78N12J\", \"price\": \"$11.59\", \"quantity\": \"\"},\n {\"title\": \"Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts\", \"asin\": \"B0B78CLY28\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Oak Solid Wood Pen &Pencil Holder for Desk, Office Stationery Organizer, Table Penc...\", \"asin\": \"B0CSYVX999\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\", \"asin\": \"B0BK5BMGYF\", \"price\": \"$15.99\"},\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\"},\n {\"title\": \"Toyvian\\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\"},\n {\"title\": \"YOYAI\\u00a0Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder Simple(Cherry center walnut side)\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\"},\n {\"title\": \"MyGift\\u00a0Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\"},\n {\"title\": \"YOSCO\\u00a0Bamboo Wood Pen Holder Stand for Desk Geometric Pencil Cup Pot Cute Desktop Office Supplies, Makeup Brushes Organizer (Bamboo)\", \"asin\": \"B08BX11SZV\", \"price\": \"$8.99\"}\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\": \"2025-05-07T09:38:48.632Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-05-07T09:38:48.632Z
|
purchase
|
B0BK5BMGYF
|
rule
|
2025-05-07T09:38:48.632Z
|
train
| 572 |
2025-05-07T09:38:48.632Z
|
purchase
|
B0BK5BMGYF
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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": "2025-03-24T21:16:32.815Z", "action": "input", "action_argument": "gift for 5 years old"}
{"timestamp": "2025-03-24T21:21:58.588Z", "action": "input", "action_argument": "gift for 5 years old girl birthday ideas"}
{"timestamp": "2025-03-24T21:28:14.005Z", "action": "click_product", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:29:49.301Z", "action": "purchase", "action_argument": "B0BFJ1SSY6"}
{"timestamp": "2025-03-24T21:30:00.541Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-24T21:30:07.480Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:10.155Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-24T21:30:11.555Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-26T00:17:51.677Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:25:15.820Z", "action": "input", "action_argument": "# of Actions Recorded"}
{"timestamp": "2025-03-26T00:26:32.810Z", "action": "input", "action_argument": "Reasons recorded in 7 days: "}
{"timestamp": "2025-03-26T00:26:45.766Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:26:48.514Z", "action": "input", "action_argument": "Reasons recorded in 7 days: xxxooo"}
{"timestamp": "2025-03-26T00:32:45.749Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:33:09.291Z", "action": "input", "action_argument": "xxxx"}
{"timestamp": "2025-03-26T00:36:44.929Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:48.444Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-26T00:36:56.578Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-03-26T00:46:26.482Z", "action": "click_product", "action_argument": "B0B61B4T5J"}
{"timestamp": "2025-03-27T00:55:52.469Z", "action": "click_product", "action_argument": "B0CZB9Z477"}
{"timestamp": "2025-03-27T00:56:43.323Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-27T00:56:48.045Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T00:56:50.352Z", "action": "purchase", "action_argument": "B0CZB9Z477, B0798DVT68"}
{"timestamp": "2025-04-01T02:11:25.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T02:11:29.324Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:31.873Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-01T02:11:35.429Z", "action": "click_product", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T02:11:53.601Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T02:11:57.194Z", "action": "purchase", "action_argument": "B0CKV7B49Z"}
{"timestamp": "2025-04-01T23:14:37.328Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-01T23:14:42.390Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:45.023Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:14:50.458Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T23:15:49.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-01T23:16:00.251Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:16.063Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:18.681Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:20.149Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:16:21.524Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-01T23:17:29.065Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-03T22:16:30.054Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T22:16:31.472Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-03T23:13:36.068Z", "action": "click_product", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-03T23:28:05.133Z", "action": "purchase", "action_argument": "B0BNQFCPZY"}
{"timestamp": "2025-04-10T17:08:02.346Z", "action": "input", "action_argument": "kindle"}
{"timestamp": "2025-04-10T17:08:02.478Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T17:08:09.252Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-11T18:58:38.042Z", "action": "click_product", "action_argument": "B0CFPJYX7P"}
{"timestamp": "2025-04-23T01:04:34.600Z", "action": "click_product", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:05:19.119Z", "action": "purchase", "action_argument": "B083C76GRS"}
{"timestamp": "2025-04-23T01:07:28.555Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-23T01:09:36.022Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-23T01:09:41.886Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:09:55.403Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-23T01:10:02.577Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-23T01:10:08.141Z", "action": "purchase", "action_argument": "1942148011"}
{"timestamp": "2025-04-24T02:37:15.269Z", "action": "input", "action_argument": "new commute speed space and chill"}
{"timestamp": "2025-05-01T15:25:39.717Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-01T15:30:26.213Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-01T15:30:30.549Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:30:32.095Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-01T15:58:25.911Z", "action": "purchase", "action_argument": "B071D4DKTZ"}
{"timestamp": "2025-05-02T00:32:47.627Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-02T00:32:51.926Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-02T23:46:01.357Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:02.625Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-05-02T23:46:19.213Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:15.671Z", "action": "input", "action_argument": "becoming katherin"}
{"timestamp": "2025-05-03T16:04:15.792Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-03T16:04:39.847Z", "action": "click_product", "action_argument": "B0DCCCRYKL"}
{"timestamp": "2025-05-03T16:05:55.489Z", "action": "click_product", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-03T16:07:10.197Z", "action": "purchase", "action_argument": "B0DZL32YPP"}
{"timestamp": "2025-05-05T21:19:31.668Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:20:22.852Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-05T21:20:28.020Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:22:45.631Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:23.114Z", "action": "input", "action_argument": "nuna car seat"}
{"timestamp": "2025-05-05T21:23:24.154Z", "action": "click_product", "action_argument": "B0DPGNHW3V"}
{"timestamp": "2025-05-05T21:24:13.633Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:24:43.322Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:24:44.822Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:35:25.756Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-05T21:35:56.126Z", "action": "click_product", "action_argument": "B0CVBNKXZS"}
{"timestamp": "2025-05-05T21:36:00.380Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-05T21:36:45.497Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-05-07T01:15:49.268Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-05-07T01:16:29.662Z", "action": "click_product", "action_argument": "B0BTKKJLLS"}
{"timestamp": "2025-05-07T09:32:48.913Z", "action": "click_product", "action_argument": "B0C5M4FXD3"}
{"timestamp": "2025-05-07T09:33:26.040Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:33:39.539Z", "action": "click_product", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:34:20.748Z", "action": "purchase", "action_argument": "B0BK5BQ8KD"}
{"timestamp": "2025-05-07T09:36:46.650Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:46.690Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:36:58.746Z", "action": "click_product", "action_argument": "B0B5LTV6RR"}
{"timestamp": "2025-05-07T09:37:15.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:19.851Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-05-07T09:37:22.256Z", "action": "purchase", "action_argument": "B09WY7KNYZ"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-05-07T09:38:02.788Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:17.591Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:19.895Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:21.597Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-05-07T09:38:27.883Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-05-07T09:38:40.594Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-05-07T09:38:46.260Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99", "quantity": "1"}
],
"product_details": [
{
"asin": "B0BK5BMGYF"
},
{
"title": "Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)"
},
{
"price": "$15.99"
},
{
"bullet_list": "wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift."
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Color": "Square Shape"
}
],
"promotion_items": [
{"title": "Toyvian Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59", "quantity": ""},
{"title": "Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...", "asin": "B081SPWBZ7", "price": "$12.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""},
{"title": "Brown Walnut Wooden Pencil Box, Natural Wood Pen Holder Storage Box, Geometric Desk...", "asin": "B0DH1ZNXJW", "price": "$9.99", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Caddy Stand, Durable Vintage Rustic Box For Desktop Men Supplies Accessories Stationery Makeup Brushes Offices Decoration", "asin": "B0DM4R9H5Z", "price": "$9.99", "quantity": ""},
{"title": "Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...", "asin": "B0DZCJ5QWJ", "price": "$9.99", "quantity": ""},
{"title": "Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...", "asin": "B0DHNKPMJ6", "price": "$14.99", "quantity": ""},
{"title": "Flexzion Rustic Wooden Pencil Holder for Office - 3 Compartments - Desk and Table Storage Organizer - Multifunctional Remote Control Holder for Home, School and Office", "asin": "B07M9NGDLG", "price": "$11.95", "quantity": ""},
{"title": "Wood Business Card Holder, Tabletop Walnut Name Card Holder, Office Desktop Wooden ...", "asin": "B08F78N12J", "price": "$11.59", "quantity": ""},
{"title": "Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts", "asin": "B0B78CLY28", "price": "$16.99", "quantity": ""},
{"title": "Oak Solid Wood Pen &Pencil Holder for Desk, Office Stationery Organizer, Table Penc...", "asin": "B0CSYVX999", "price": "$19.89", "quantity": ""},
{"title": "Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...", "asin": "B0F2F4YNSK", "price": "$9.99", "quantity": ""},
{"title": "Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...", "asin": "B073VJ7K24", "price": "$7.99", "quantity": ""},
{"title": "Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...", "asin": "B09WY7KNYZ", "price": "$7.59", "quantity": ""}
],
"comparison_items": [
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)", "asin": "B0BK5BMGYF", "price": "$15.99"},
{"title": "Soseelnee\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)", "asin": "B0BK5BQ8KD", "price": "$16.99"},
{"title": "Toyvian\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)", "asin": "B07P95SV1T", "price": "$15.59"},
{"title": "YOYAI\u00a0Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder Simple(Cherry center walnut side)", "asin": "B07ZVDCF3P", "price": "$13.59"},
{"title": "MyGift\u00a0Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3", "asin": "B089XXKN5M", "price": "$25.99"},
{"title": "YOSCO\u00a0Bamboo Wood Pen Holder Stand for Desk Geometric Pencil Cup Pot Cute Desktop Office Supplies, Makeup Brushes Organizer (Bamboo)", "asin": "B08BX11SZV", "price": "$8.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-05-07T09:38:48.632Z", // the timestamp when this action occurs
"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>B0BK5BMGYF</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0BK5BMGYF</answer_argument>",
"index": 572,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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\": \"2025-03-24T21:16:32.815Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old\"}\n{\"timestamp\": \"2025-03-24T21:21:58.588Z\", \"action\": \"input\", \"action_argument\": \"gift for 5 years old girl birthday ideas\"}\n{\"timestamp\": \"2025-03-24T21:28:14.005Z\", \"action\": \"click_product\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:29:49.301Z\", \"action\": \"purchase\", \"action_argument\": \"B0BFJ1SSY6\"}\n{\"timestamp\": \"2025-03-24T21:30:00.541Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-24T21:30:07.480Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:10.155Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-24T21:30:11.555Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-26T00:17:51.677Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:25:15.820Z\", \"action\": \"input\", \"action_argument\": \"# of Actions Recorded\"}\n{\"timestamp\": \"2025-03-26T00:26:32.810Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: \"}\n{\"timestamp\": \"2025-03-26T00:26:45.766Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:26:48.514Z\", \"action\": \"input\", \"action_argument\": \"Reasons recorded in 7 days: xxxooo\"}\n{\"timestamp\": \"2025-03-26T00:32:45.749Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:33:09.291Z\", \"action\": \"input\", \"action_argument\": \"xxxx\"}\n{\"timestamp\": \"2025-03-26T00:36:44.929Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:48.444Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-26T00:36:56.578Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-03-26T00:46:26.482Z\", \"action\": \"click_product\", \"action_argument\": \"B0B61B4T5J\"}\n{\"timestamp\": \"2025-03-27T00:55:52.469Z\", \"action\": \"click_product\", \"action_argument\": \"B0CZB9Z477\"}\n{\"timestamp\": \"2025-03-27T00:56:43.323Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-27T00:56:48.045Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T00:56:50.352Z\", \"action\": \"purchase\", \"action_argument\": \"B0CZB9Z477, B0798DVT68\"}\n{\"timestamp\": \"2025-04-01T02:11:25.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T02:11:29.324Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:31.873Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-01T02:11:35.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T02:11:53.601Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T02:11:57.194Z\", \"action\": \"purchase\", \"action_argument\": \"B0CKV7B49Z\"}\n{\"timestamp\": \"2025-04-01T23:14:37.328Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-01T23:14:42.390Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:45.023Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:14:50.458Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T23:15:49.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-01T23:16:00.251Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:16.063Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:18.681Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:20.149Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:16:21.524Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-01T23:17:29.065Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-03T22:16:30.054Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T22:16:31.472Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-03T23:13:36.068Z\", \"action\": \"click_product\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-03T23:28:05.133Z\", \"action\": \"purchase\", \"action_argument\": \"B0BNQFCPZY\"}\n{\"timestamp\": \"2025-04-10T17:08:02.346Z\", \"action\": \"input\", \"action_argument\": \"kindle\"}\n{\"timestamp\": \"2025-04-10T17:08:02.478Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T17:08:09.252Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-11T18:58:38.042Z\", \"action\": \"click_product\", \"action_argument\": \"B0CFPJYX7P\"}\n{\"timestamp\": \"2025-04-23T01:04:34.600Z\", \"action\": \"click_product\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:05:19.119Z\", \"action\": \"purchase\", \"action_argument\": \"B083C76GRS\"}\n{\"timestamp\": \"2025-04-23T01:07:28.555Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-23T01:09:36.022Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-23T01:09:41.886Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:09:55.403Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-23T01:10:02.577Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-23T01:10:08.141Z\", \"action\": \"purchase\", \"action_argument\": \"1942148011\"}\n{\"timestamp\": \"2025-04-24T02:37:15.269Z\", \"action\": \"input\", \"action_argument\": \"new commute speed space and chill\"}\n{\"timestamp\": \"2025-05-01T15:25:39.717Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-01T15:30:26.213Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-01T15:30:30.549Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:30:32.095Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-01T15:58:25.911Z\", \"action\": \"purchase\", \"action_argument\": \"B071D4DKTZ\"}\n{\"timestamp\": \"2025-05-02T00:32:47.627Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-02T00:32:51.926Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-02T23:46:01.357Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:02.625Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-05-02T23:46:19.213Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:15.671Z\", \"action\": \"input\", \"action_argument\": \"becoming katherin\"}\n{\"timestamp\": \"2025-05-03T16:04:15.792Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-03T16:04:39.847Z\", \"action\": \"click_product\", \"action_argument\": \"B0DCCCRYKL\"}\n{\"timestamp\": \"2025-05-03T16:05:55.489Z\", \"action\": \"click_product\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-03T16:07:10.197Z\", \"action\": \"purchase\", \"action_argument\": \"B0DZL32YPP\"}\n{\"timestamp\": \"2025-05-05T21:19:31.668Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:20:22.852Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-05T21:20:28.020Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:22:45.631Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:23.114Z\", \"action\": \"input\", \"action_argument\": \"nuna car seat\"}\n{\"timestamp\": \"2025-05-05T21:23:24.154Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPGNHW3V\"}\n{\"timestamp\": \"2025-05-05T21:24:13.633Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:24:43.322Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:24:44.822Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:35:25.756Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-05T21:35:56.126Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVBNKXZS\"}\n{\"timestamp\": \"2025-05-05T21:36:00.380Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-05T21:36:45.497Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-05-07T01:15:49.268Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-05-07T01:16:29.662Z\", \"action\": \"click_product\", \"action_argument\": \"B0BTKKJLLS\"}\n{\"timestamp\": \"2025-05-07T09:32:48.913Z\", \"action\": \"click_product\", \"action_argument\": \"B0C5M4FXD3\"}\n{\"timestamp\": \"2025-05-07T09:33:26.040Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:33:39.539Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:34:20.748Z\", \"action\": \"purchase\", \"action_argument\": \"B0BK5BQ8KD\"}\n{\"timestamp\": \"2025-05-07T09:36:46.650Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:46.690Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:36:58.746Z\", \"action\": \"click_product\", \"action_argument\": \"B0B5LTV6RR\"}\n{\"timestamp\": \"2025-05-07T09:37:15.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:19.851Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-05-07T09:37:22.256Z\", \"action\": \"purchase\", \"action_argument\": \"B09WY7KNYZ\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-05-07T09:38:02.788Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:17.591Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:19.895Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:21.597Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-05-07T09:38:27.883Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-05-07T09:38:40.594Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-05-07T09:38:46.260Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Soseelnee Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\", \"quantity\": \"1\"}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0BK5BMGYF\"\n},\n {\n \"title\": \"Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\"\n},\n {\n \"price\": \"$15.99\"\n},\n {\n \"bullet_list\": \"wood HIGH QUALITY: Adopts natural black walnut solid wood material, sturdy and durable. With fine craftsmanship, after manual polishing,the surface is treated with wood wax oil, gives you a very smooth and comfortable feeling LARGE CAPACITY: Its size 3.15x 3.15x 4.33inches (8 x 8 x 11cm),weight is about 200g(0.44ib), easily accommodate various pencils, makeup brushes, paint brushes and more. Ideal for students, teachers, artists, office staff, etc. WIDELY USE: This simple pen holder container can be used for students stationery/office supplies, makeup tools and small household items. Ideal for bathroom, bedroom, kitchen, dorm, checkout counter, office desk, etc. NEAT AND CLEAN: Choosing this multifunctional desktop storage holder to organize bedroom, dresser countertop, office, dorm desk, make everything well organised BEST GIFTS: The creative design and style with comfortable texture will ensure its practicability and popularity among students or adults, also a perfect choice as a gift.\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Color\": \"Square Shape\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Toyvian Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\", \"quantity\": \"\"},\n {\"title\": \"Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder S...\", \"asin\": \"B081SPWBZ7\", \"price\": \"$12.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"},\n {\"title\": \"Brown Walnut Wooden Pencil Box, Natural Wood Pen Holder Storage Box, Geometric Desk...\", \"asin\": \"B0DH1ZNXJW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Caddy Stand, Durable Vintage Rustic Box For Desktop Men Supplies Accessories Stationery Makeup Brushes Offices Decoration\", \"asin\": \"B0DM4R9H5Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Acacia Wooden Pen Pencil Holder for Desk, Multi-purpose Pencil Cup for Office/Schoo...\", \"asin\": \"B0DZCJ5QWJ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Wooden Pen Holder for Desk, Multi-Functional Pen Cup Pencil Holder for Office Schoo...\", \"asin\": \"B0DHNKPMJ6\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Flexzion Rustic Wooden Pencil Holder for Office - 3 Compartments - Desk and Table Storage Organizer - Multifunctional Remote Control Holder for Home, School and Office\", \"asin\": \"B07M9NGDLG\", \"price\": \"$11.95\", \"quantity\": \"\"},\n {\"title\": \"Wood Business Card Holder, Tabletop Walnut Name Card Holder, Office Desktop Wooden ...\", \"asin\": \"B08F78N12J\", \"price\": \"$11.59\", \"quantity\": \"\"},\n {\"title\": \"Walnut Wood Pen Holder, Wooden Pencil Holder Cups, Desktop Writing Stationary Organizer Office School Supplies GIfts\", \"asin\": \"B0B78CLY28\", \"price\": \"$16.99\", \"quantity\": \"\"},\n {\"title\": \"Oak Solid Wood Pen &Pencil Holder for Desk, Office Stationery Organizer, Table Penc...\", \"asin\": \"B0CSYVX999\", \"price\": \"$19.89\", \"quantity\": \"\"},\n {\"title\": \"Wood Pen Holder For Desk, Pencil Cup Whole Piece Black Walnut Wooden Organizer Cadd...\", \"asin\": \"B0F2F4YNSK\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Bamboo Wood Desk Pen Pencil Holder Stand Multi Purpose Use Pencil Cup Pot Desk Orga...\", \"asin\": \"B073VJ7K24\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Pen Holder,Nordic Style Silicone Waterproof Pencil Holder for Desk Simple&Modern Mi...\", \"asin\": \"B09WY7KNYZ\", \"price\": \"$7.59\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Square Shape)\", \"asin\": \"B0BK5BMGYF\", \"price\": \"$15.99\"},\n {\"title\": \"Soseelnee\\u00a0Black Walnut Wooden Pencil Box, Multiple-Use Desk Writing Stationary Organizer Wood Pen Holder Cups Office School Supplies Storage (Prismatic Shape)\", \"asin\": \"B0BK5BQ8KD\", \"price\": \"$16.99\"},\n {\"title\": \"Toyvian\\u00a0Wooden Pen Box Multiple-Use Desk Organizer Eco Natural Wood Storage Box (Black Walnut)\", \"asin\": \"B07P95SV1T\", \"price\": \"$15.59\"},\n {\"title\": \"YOYAI\\u00a0Natural Wood Desk Pen Holder Pencil Organizer Desktop Office Pencils Stand Holder Simple(Cherry center walnut side)\", \"asin\": \"B07ZVDCF3P\", \"price\": \"$13.59\"},\n {\"title\": \"MyGift\\u00a0Pen Holder Pencil Holder For Desk Modern Gray-Tone Concrete Desktop Pen Pencil Organizer Cup office Set of 3\", \"asin\": \"B089XXKN5M\", \"price\": \"$25.99\"},\n {\"title\": \"YOSCO\\u00a0Bamboo Wood Pen Holder Stand for Desk Geometric Pencil Cup Pot Cute Desktop Office Supplies, Makeup Brushes Organizer (Bamboo)\", \"asin\": \"B08BX11SZV\", \"price\": \"$8.99\"}\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\": \"2025-05-07T09:38:48.632Z\", // the timestamp when this action occurs\n\"action\": \"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<|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\": \"kit kat\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\\nAssorted1.5 Ounce (Pack of 6)\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\\nChocolate Bars\", \"asin\": \"B0CVJ2B7C5\", \"price\": \"$32.95\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\\nMilk Chocolate\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n {\"title\": \"51 Japanese Snacks Box 40 Japanese Candy and 10 Japanese KitKat assortment 1 Ramune bottle\", \"asin\": \"B0C4KPSPTX\", \"price\": \"$36.97\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely 70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\\nDark4 Count (Pack of 1)\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\\nAssorted1.5 Ounce (Pack of 6)\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Kandy Korner Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"7th Heaven, Vegan Oat Milk Chocolate Bar Variety Pack, Classic Chocolate, Sea Salt Caramel, Cookies & Cream, Hazelnut Crunch & Peanut Butter Cream (3.5oz Full Size Candy Bars - 5 Packs) - Perfect for Easter Candy, Plant Based Dairy Free Chocolate with Peanut Butter Filling, Fair Trade Cocoa & Coconut Oil, Kosher Parve\\nVariety Pack\", \"asin\": \"B0CGVSP714\", \"price\": \"$39.95\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\", \"asin\": \"B0CVJ2B7C5\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Chocolate Wafer Valentine To & From Bars \\u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size\", \"asin\": \"B0DSCBL6JD\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 24 Count Box Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"B0DJCFPNSF\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb\", \"asin\": \"B0DNG78JG4\", \"price\": \"$26.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)\", \"asin\": \"B09JJYGCDH\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Candy Bars, 1.5 oz (36 Count)\", \"asin\": \"B000IXUK2W\", \"price\": \"$33.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)\", \"asin\": \"B077CG8JR8\", \"price\": \"$14.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Box, 27.3 oz (18 Count)\", \"asin\": \"B005CUK20Q\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"BIG KAT Milk Chocolate Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B07XGMP5D2\", \"price\": \"$23.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz\", \"asin\": \"B000T3O8RO\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\", \"asin\": \"B08PX2V7S8\"},\n {\"title\": \"Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter\"},\n {\"title\": \"70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Chocolate Assorted Bulk Candy - 5 LB Chocolate Candy Variety Pack - Bulk Chocolate, Milk Chocolate Candy, Dark Chocolate - Bulk Candy Mix for Candy Bags - Candy - Chocolate Candy Variety Pack (5LBS)\", \"asin\": \"B0CZSG91C3\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n {\"title\": \"4 Finger, 4x45g, Multipack\", \"asin\": \"B00GMA7F0U\", \"price\": \"$6.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"B0C4KPXVD7\", \"price\": \"$20.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz\", \"asin\": \"B07N1X89YD\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"B0DKMPKP67\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Bulk Chocolate Assortment Variety Pack - Chocolate Candy Variety Pack - 5 lb Bag of Mixed Bulk Chocolate, Milk Chocolate, Dark Chocolate, Bars and more! Bulk Candy Mix for Candy Bags - Candy - Chocolate (5 LBS)\", \"asin\": \"B0CLMCDX3Z\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Bar Miniatures 5 Pounds Approx 150 PiecesBulk Candy Individually Wrapped - Chocolate Candy Crisp Wafers in Milk Chocolate, Ideal for Pinata Candy, Office Snacks, Parties, and Holidays - Milk Chocolate Candy Snacks For Adults & Kids\", \"asin\": \"B0CW6J8HRY\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"CRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\", \"asin\": \"B09NMX9CGB\", \"price\": \"$14.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"Kit Kat Chocolate Gift Box \\u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \\u2013 A Sweet Mother\\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating\", \"asin\": \"B0DS6HNRY1\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 6 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce\", \"asin\": \"B0CR6GYPKV\", \"price\": \"$19.01\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)\", \"asin\": \"B0DF9FSF2K\", \"price\": \"$18.80\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon.\"},\n {\"title\": \"DUOS Dark Chocolate Mint Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B07SFB5PC8\", \"price\": \"$28.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Bulk 36 Count, Milk Chocolate and Crisped Rice, Full Size Halloween Candy, 1.55 oz Each\", \"asin\": \"B000V9EIJY\", \"price\": \"$35.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n {\"title\": \"Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B0CHXKJC7C\", \"price\": \"$27.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Dark Chocolate Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B003GYOFT4\", \"price\": \"$29.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n {\"title\": \"Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound\", \"asin\": \"B09ZJC2JQB\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz\", \"asin\": \"B082YVBLHD\", \"price\": \"$14.84\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"White Creme Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B001IZBIRA\", \"price\": \"$19.95\", \"delivery\": \"FREE delivery Apr 15 - 18 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Kit Kat Bar 4 Finger England (24 Pack)\", \"asin\": \"B000JZHE6Y\", \"price\": \"$28.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"BIG KAT 5 CRISP WAFERS IN MILK CHOCOLATE 1.5 OZ EACH 24 BARS\", \"asin\": \"B086NYCN46\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 12 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce\", \"asin\": \"B0CR6JJRW3\", \"price\": \"$27.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KitKat Chunky Peanut Butter 24 Pieces (1008g)\", \"asin\": \"B00CDZE4P2\", \"price\": \"$38.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Candy Bars, 1.5 oz (6 Count)\", \"asin\": \"B01M7UJ2TN\", \"price\": \"$6.49\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Kit Kat Chocolate Gift Box \\u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \\u2013 A Sweet Mother\\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating\", \"asin\": \"B0DS6HNRY1\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 20 left in stock - order soon.\"},\n {\"title\": \"KitKat Chunky, 24er Pack (24 x 48 g)\", \"asin\": \"B0081BZJWO\", \"price\": \"$39.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Birthday Cake Flavored Creme with Sprinkles, Bulk, Individually Wrapped Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B0B3529KJC\", \"price\": \"$17.95\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts\", \"asin\": \"B0DFZ4W5NY\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n {\"title\": \"KIT KAT Chocolatey Cereal, Crispy Breakfast Cereal Made with Whole Grain, 11.5 oz\", \"asin\": \"B0BVTMM9LS\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n {\"title\": \"Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz\", \"asin\": \"B07N22DPDL\", \"price\": \"$5.89\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"B0DG5GDFXY\", \"price\": \"$13.20\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11\"},\n {\"title\": \"NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"B0BXWPBST4\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"NESTL\\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs\", \"asin\": \"B0BXWM2MXD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz\", \"asin\": \"B0CJVMMR92\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"B01GYSUKTM\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 14 - 15 Arrives before Easter\"},\n {\"title\": \"Vanilla Flavored Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B0DBR3BX4B\", \"price\": \"$19.47\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n {\"title\": \"Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KitKat, Fudge Sundae Cones, 8 Count (Frozen)\", \"asin\": \"B07YVXYP18\", \"price\": \"$7.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)\", \"asin\": \"B0DKVQPCNY\", \"price\": \"$18.90\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members Arrives before Easter\"},\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"B07SVN8D8V\", \"price\": \"$18.45\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Arrives before Easter Only 2 left in stock - order soon.\"},\n {\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Bag, 80.39 oz (265 Pieces)\", \"asin\": \"B07CLDLHDQ\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound\", \"asin\": \"B0CQKNHCBW\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Lemon Creme Wafer Candy Bars, Easter, 9 oz Bag\", \"asin\": \"B084MB8P87\", \"price\": \"$12.95\", \"delivery\": \"FREE delivery Apr 14 - 16 for Prime members Arrives before Easter\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:39:45.943Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-09T20:39:45.943Z
|
input
|
mini kit kat
|
rule
|
2025-04-09T20:39:45.943Z
|
train
| 573 |
2025-04-09T20:39:45.943Z
|
input
|
mini kit kat
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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|>
<|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": "kit kat"
}
],
"promotion_items": [
{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\nAssorted1.5 Ounce (Pack of 6)", "asin": "B0DN7STM8C", "price": "$13.99", "quantity": ""},
{"title": "Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\nChocolate Bars", "asin": "B0CVJ2B7C5", "price": "$32.95", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\nMilk Chocolate", "asin": "B0C3T1MR41", "price": "$24.76", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "51 Japanese Snacks Box 40 Japanese Candy and 10 Japanese KitKat assortment 1 Ramune bottle", "asin": "B0C4KPSPTX", "price": "$36.97", "quantity": ""},
{"title": "Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "Tony's Chocolonely 70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\nDark4 Count (Pack of 1)", "asin": "B087K17C7Q", "price": "$19.88", "quantity": ""},
{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\nAssorted1.5 Ounce (Pack of 6)", "asin": "B0DN7STM8C", "price": "$13.99", "quantity": ""},
{"title": "Kandy Korner Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "7th Heaven, Vegan Oat Milk Chocolate Bar Variety Pack, Classic Chocolate, Sea Salt Caramel, Cookies & Cream, Hazelnut Crunch & Peanut Butter Cream (3.5oz Full Size Candy Bars - 5 Packs) - Perfect for Easter Candy, Plant Based Dairy Free Chocolate with Peanut Butter Filling, Fair Trade Cocoa & Coconut Oil, Kosher Parve\nVariety Pack", "asin": "B0CGVSP714", "price": "$39.95", "quantity": ""}
],
"search_results": [
{"title": "KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate", "asin": "B0DN7STM8C", "price": "$13.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties", "asin": "B0CVJ2B7C5", "price": "$32.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Wafer Valentine To & From Bars \u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size", "asin": "B0DSCBL6JD", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 24 Count Box Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "B0DJCFPNSF", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb", "asin": "B0DNG78JG4", "price": "$26.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Candy Bars, 1.5 oz (36 Count)", "asin": "B000IXUK2W", "price": "$33.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)", "asin": "B077CG8JR8", "price": "$14.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Box, 27.3 oz (18 Count)", "asin": "B005CUK20Q", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "BIG KAT Milk Chocolate Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B07XGMP5D2", "price": "$23.64", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz", "asin": "B000T3O8RO", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars", "asin": "B08PX2V7S8"},
{"title": "Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B07T4TKWWH", "price": "$27.41", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter"},
{"title": "70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars", "asin": "B087K17C7Q", "price": "$19.88", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Assorted Bulk Candy - 5 LB Chocolate Candy Variety Pack - Bulk Chocolate, Milk Chocolate Candy, Dark Chocolate - Bulk Candy Mix for Candy Bags - Candy - Chocolate Candy Variety Pack (5LBS)", "asin": "B0CZSG91C3", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "4 Finger, 4x45g, Multipack", "asin": "B00GMA7F0U", "price": "$6.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "B0C4KPXVD7", "price": "$20.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz", "asin": "B07N1X89YD", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "B0DKMPKP67", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bulk Chocolate Assortment Variety Pack - Chocolate Candy Variety Pack - 5 lb Bag of Mixed Bulk Chocolate, Milk Chocolate, Dark Chocolate, Bars and more! Bulk Candy Mix for Candy Bags - Candy - Chocolate (5 LBS)", "asin": "B0CLMCDX3Z", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bar Miniatures 5 Pounds Approx 150 PiecesBulk Candy Individually Wrapped - Chocolate Candy Crisp Wafers in Milk Chocolate, Ideal for Pinata Candy, Office Snacks, Parties, and Holidays - Milk Chocolate Candy Snacks For Adults & Kids", "asin": "B0CW6J8HRY", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "CRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz", "asin": "B09NMX9CGB", "price": "$14.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 6 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce", "asin": "B0CR6GYPKV", "price": "$19.01", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)", "asin": "B0DF9FSF2K", "price": "$18.80", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "DUOS Dark Chocolate Mint Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B07SFB5PC8", "price": "$28.39", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Bulk 36 Count, Milk Chocolate and Crisped Rice, Full Size Halloween Candy, 1.55 oz Each", "asin": "B000V9EIJY", "price": "$35.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B0CHXKJC7C", "price": "$27.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Dark Chocolate Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B003GYOFT4", "price": "$29.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound", "asin": "B09ZJC2JQB", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz", "asin": "B082YVBLHD", "price": "$14.84", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "White Creme Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B001IZBIRA", "price": "$19.95", "delivery": "FREE delivery Apr 15 - 18 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Kit Kat Bar 4 Finger England (24 Pack)", "asin": "B000JZHE6Y", "price": "$28.55", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "BIG KAT 5 CRISP WAFERS IN MILK CHOCOLATE 1.5 OZ EACH 24 BARS", "asin": "B086NYCN46", "price": "$29.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 12 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce", "asin": "B0CR6JJRW3", "price": "$27.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat Chunky Peanut Butter 24 Pieces (1008g)", "asin": "B00CDZE4P2", "price": "$38.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds", "asin": "B088MGHFVD", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Candy Bars, 1.5 oz (6 Count)", "asin": "B01M7UJ2TN", "price": "$6.49", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "KitKat Chunky, 24er Pack (24 x 48 g)", "asin": "B0081BZJWO", "price": "$39.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Birthday Cake Flavored Creme with Sprinkles, Bulk, Individually Wrapped Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B0B3529KJC", "price": "$17.95", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts", "asin": "B0DFZ4W5NY", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "KIT KAT Chocolatey Cereal, Crispy Breakfast Cereal Made with Whole Grain, 11.5 oz", "asin": "B0BVTMM9LS", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz", "asin": "B07N22DPDL", "price": "$5.89", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "B0DG5GDFXY", "price": "$13.20", "delivery": " Two-Day FREE delivery Fri, Apr 11"},
{"title": "NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "B0BXWPBST4", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "NESTL\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs", "asin": "B0BXWM2MXD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz", "asin": "B0CJVMMR92"},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "B01GYSUKTM", "price": "$17.99", "delivery": "FREE delivery Apr 16 - 18 Or fastest delivery Apr 14 - 15 Arrives before Easter"},
{"title": "Vanilla Flavored Wafer Candy Bars, 1.5 oz (24 Count)", "asin": "B0DBR3BX4B", "price": "$19.47", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KitKat, Fudge Sundae Cones, 8 Count (Frozen)", "asin": "B07YVXYP18", "price": "$7.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)", "asin": "B0DKVQPCNY", "price": "$18.90", "delivery": "FREE delivery Apr 15 - 17 for Prime members Arrives before Easter"},
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "B07SVN8D8V", "price": "$18.45", "delivery": "FREE delivery Mon, Apr 14 for Prime members Arrives before Easter Only 2 left in stock - order soon."},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Bag, 80.39 oz (265 Pieces)", "asin": "B07CLDLHDQ", "price": "$29.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound", "asin": "B0CQKNHCBW", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Lemon Creme Wafer Candy Bars, Easter, 9 oz Bag", "asin": "B084MB8P87", "price": "$12.95", "delivery": "FREE delivery Apr 14 - 16 for Prime members Arrives before Easter"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:39:45.943Z", // the timestamp when this action occurs
"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>mini kit kat</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>mini kit kat</answer_argument>",
"index": 573,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|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\": \"kit kat\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\\nAssorted1.5 Ounce (Pack of 6)\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\\nChocolate Bars\", \"asin\": \"B0CVJ2B7C5\", \"price\": \"$32.95\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\\nMilk Chocolate\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n {\"title\": \"51 Japanese Snacks Box 40 Japanese Candy and 10 Japanese KitKat assortment 1 Ramune bottle\", \"asin\": \"B0C4KPSPTX\", \"price\": \"$36.97\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely 70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\\nDark4 Count (Pack of 1)\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\\nAssorted1.5 Ounce (Pack of 6)\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Kandy Korner Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"7th Heaven, Vegan Oat Milk Chocolate Bar Variety Pack, Classic Chocolate, Sea Salt Caramel, Cookies & Cream, Hazelnut Crunch & Peanut Butter Cream (3.5oz Full Size Candy Bars - 5 Packs) - Perfect for Easter Candy, Plant Based Dairy Free Chocolate with Peanut Butter Filling, Fair Trade Cocoa & Coconut Oil, Kosher Parve\\nVariety Pack\", \"asin\": \"B0CGVSP714\", \"price\": \"$39.95\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"KitKatBars 6 Pack Variety Bundle Pack, 1.5 Ounce (Pack of 6) Chocolate Candy Bars, 6 Flavors - Vanilla, Dark Chocolate, Duo Mint, Classic, Birthday Cake, White Chocolate\", \"asin\": \"B0DN7STM8C\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\", \"asin\": \"B0CVJ2B7C5\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Chocolate Wafer Valentine To & From Bars \\u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size\", \"asin\": \"B0DSCBL6JD\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 24 Count Box Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"B0DJCFPNSF\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb\", \"asin\": \"B0DNG78JG4\", \"price\": \"$26.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)\", \"asin\": \"B09JJYGCDH\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Candy Bars, 1.5 oz (36 Count)\", \"asin\": \"B000IXUK2W\", \"price\": \"$33.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)\", \"asin\": \"B077CG8JR8\", \"price\": \"$14.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Box, 27.3 oz (18 Count)\", \"asin\": \"B005CUK20Q\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"BIG KAT Milk Chocolate Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B07XGMP5D2\", \"price\": \"$23.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz\", \"asin\": \"B000T3O8RO\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\", \"asin\": \"B08PX2V7S8\"},\n {\"title\": \"Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Arrives before Easter\"},\n {\"title\": \"70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Chocolate Assorted Bulk Candy - 5 LB Chocolate Candy Variety Pack - Bulk Chocolate, Milk Chocolate Candy, Dark Chocolate - Bulk Candy Mix for Candy Bags - Candy - Chocolate Candy Variety Pack (5LBS)\", \"asin\": \"B0CZSG91C3\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n {\"title\": \"4 Finger, 4x45g, Multipack\", \"asin\": \"B00GMA7F0U\", \"price\": \"$6.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"B0C4KPXVD7\", \"price\": \"$20.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz\", \"asin\": \"B07N1X89YD\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"B0DKMPKP67\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Bulk Chocolate Assortment Variety Pack - Chocolate Candy Variety Pack - 5 lb Bag of Mixed Bulk Chocolate, Milk Chocolate, Dark Chocolate, Bars and more! Bulk Candy Mix for Candy Bags - Candy - Chocolate (5 LBS)\", \"asin\": \"B0CLMCDX3Z\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Bar Miniatures 5 Pounds Approx 150 PiecesBulk Candy Individually Wrapped - Chocolate Candy Crisp Wafers in Milk Chocolate, Ideal for Pinata Candy, Office Snacks, Parties, and Holidays - Milk Chocolate Candy Snacks For Adults & Kids\", \"asin\": \"B0CW6J8HRY\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"CRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\", \"asin\": \"B09NMX9CGB\", \"price\": \"$14.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"Kit Kat Chocolate Gift Box \\u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \\u2013 A Sweet Mother\\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating\", \"asin\": \"B0DS6HNRY1\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 6 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce\", \"asin\": \"B0CR6GYPKV\", \"price\": \"$19.01\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)\", \"asin\": \"B0DF9FSF2K\", \"price\": \"$18.80\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon.\"},\n {\"title\": \"DUOS Dark Chocolate Mint Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B07SFB5PC8\", \"price\": \"$28.39\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Bulk 36 Count, Milk Chocolate and Crisped Rice, Full Size Halloween Candy, 1.55 oz Each\", \"asin\": \"B000V9EIJY\", \"price\": \"$35.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n {\"title\": \"Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B0CHXKJC7C\", \"price\": \"$27.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Dark Chocolate Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B003GYOFT4\", \"price\": \"$29.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n {\"title\": \"Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound\", \"asin\": \"B09ZJC2JQB\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz\", \"asin\": \"B082YVBLHD\", \"price\": \"$14.84\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"White Creme Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B001IZBIRA\", \"price\": \"$19.95\", \"delivery\": \"FREE delivery Apr 15 - 18 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Kit Kat Bar 4 Finger England (24 Pack)\", \"asin\": \"B000JZHE6Y\", \"price\": \"$28.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"BIG KAT 5 CRISP WAFERS IN MILK CHOCOLATE 1.5 OZ EACH 24 BARS\", \"asin\": \"B086NYCN46\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KitKat Vegan 4 Finger Organic Plant Based Chocolate Bar 12 Pack 41.5g, Dairy Free Bars, Healthy Chocolate 1.46 Ounce\", \"asin\": \"B0CR6JJRW3\", \"price\": \"$27.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KitKat Chunky Peanut Butter 24 Pieces (1008g)\", \"asin\": \"B00CDZE4P2\", \"price\": \"$38.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Candy Bars, 1.5 oz (6 Count)\", \"asin\": \"B01M7UJ2TN\", \"price\": \"$6.49\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Kit Kat Chocolate Gift Box \\u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \\u2013 A Sweet Mother\\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating\", \"asin\": \"B0DS6HNRY1\", \"price\": \"$14.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 20 left in stock - order soon.\"},\n {\"title\": \"KitKat Chunky, 24er Pack (24 x 48 g)\", \"asin\": \"B0081BZJWO\", \"price\": \"$39.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Birthday Cake Flavored Creme with Sprinkles, Bulk, Individually Wrapped Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B0B3529KJC\", \"price\": \"$17.95\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts\", \"asin\": \"B0DFZ4W5NY\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n {\"title\": \"KIT KAT Chocolatey Cereal, Crispy Breakfast Cereal Made with Whole Grain, 11.5 oz\", \"asin\": \"B0BVTMM9LS\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n {\"title\": \"Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz\", \"asin\": \"B07N22DPDL\", \"price\": \"$5.89\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"B0DG5GDFXY\", \"price\": \"$13.20\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11\"},\n {\"title\": \"NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"B0BXWPBST4\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"NESTL\\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs\", \"asin\": \"B0BXWM2MXD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz\", \"asin\": \"B0CJVMMR92\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"B01GYSUKTM\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 16 - 18 Or fastest delivery Apr 14 - 15 Arrives before Easter\"},\n {\"title\": \"Vanilla Flavored Wafer Candy Bars, 1.5 oz (24 Count)\", \"asin\": \"B0DBR3BX4B\", \"price\": \"$19.47\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n {\"title\": \"Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KitKat, Fudge Sundae Cones, 8 Count (Frozen)\", \"asin\": \"B07YVXYP18\", \"price\": \"$7.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)\", \"asin\": \"B0DKVQPCNY\", \"price\": \"$18.90\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members Arrives before Easter\"},\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"B07SVN8D8V\", \"price\": \"$18.45\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members Arrives before Easter Only 2 left in stock - order soon.\"},\n {\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Candy Variety Bag, 80.39 oz (265 Pieces)\", \"asin\": \"B07CLDLHDQ\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound\", \"asin\": \"B0CQKNHCBW\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Lemon Creme Wafer Candy Bars, Easter, 9 oz Bag\", \"asin\": \"B084MB8P87\", \"price\": \"$12.95\", \"delivery\": \"FREE delivery Apr 14 - 16 for Prime members Arrives before Easter\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:39:45.943Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"mini kit kat\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Kandy Korner\\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely\\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\\nMilk Chocolate\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"quantity\": \"\"},\n {\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\\nLemon2 Pound (Pack of 2)\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events\", \"asin\": \"B0DHT2TDBY\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely\\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely\\nSuper Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n {\"title\": \"Kandy Korner\\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely\\n70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\\nDark4 Count (Pack of 1)\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"Butterfinger\\nCRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\\nChocolate60 Count (Pack of 1)\", \"asin\": \"B09NMX9CGB\", \"price\": \"$14.74\", \"quantity\": \"\"},\n {\"title\": \"Kinder Bueno\\nMini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\\nHazelnut125 Count (Pack of 1)\", \"asin\": \"B0CD31YXQB\", \"price\": \"$19.49\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Crispy Wafer Miniatures \\u2013 10LB (Approx. 300 Pieces) \\u2013 Individually Wrapped Milk Chocolate Easter Candy for Snacking, Sharing & Basket Fillers\", \"asin\": \"B0DYHTD3CV\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Chocolate Wafer Valentine To & From Bars \\u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size\", \"asin\": \"B0DSCBL6JD\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events\", \"asin\": \"B0DHT2TDBY\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)\", \"asin\": \"B09JJYGCDH\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)\", \"asin\": \"B077CG8JR8\", \"price\": \"$14.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Jumbo Bag, 20.1 oz\", \"asin\": \"B00CP3LMEI\", \"price\": \"$7.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound\", \"asin\": \"B09ZJC2JQB\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts\", \"asin\": \"B0DFZ4W5NY\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n {\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars (Assorted)\", \"asin\": \"B0BTMWWYTK\", \"price\": \"$26.31\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Easter Chocolate Candy Variety Pack - HERSHEY\\u2019S KISSES, KITKAT Bars, REESEScups (3 Pound Bag - Approx. 200 Count)\", \"asin\": \"B0CXNSZ74D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 14 - 15 Arrives before Easter\"},\n {\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz\", \"asin\": \"B082YVBLHD\", \"price\": \"$14.84\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound\", \"asin\": \"B0CQKNHCBW\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)\", \"asin\": \"B0DKVQPCNY\", \"price\": \"$18.90\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members Arrives before Easter\"},\n {\"title\": \"KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)\", \"asin\": \"B0DF9FSF2K\", \"price\": \"$18.80\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon.\"},\n {\"title\": \"Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n {\"title\": \"Reeces Milk Chocolate Miniature Peanut Butter Cups, Individually Wrapped 1.5 lbs-Crunchy Milk Chocolate Filled With Creamy Peanut Butter That Melts In Your Mouth-Kosher and Gluten Free(24 oz)\", \"asin\": \"B0F223J3CP\", \"price\": \"$13.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb\", \"asin\": \"B0DNG78JG4\", \"price\": \"$26.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz\", \"asin\": \"B07N1X89YD\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz\", \"asin\": \"B07N22DPDL\", \"price\": \"$5.89\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz\", \"asin\": \"B000T3O8RO\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bars, 0.49 oz (8 Count)\", \"asin\": \"B000WG4DCI\", \"price\": \"$1.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B0CHXKJC7C\", \"price\": \"$27.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Lindtbars Easter Classic Recipe Hazelnut Milk Chocolate Bars, Cute Red Heart Shaped Tin Stuffed with Mini Llndt Bars of Candy Chocolate Great For Easter Stuffer and All Year\", \"asin\": \"B0DTVNMY4M\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n {\"title\": \"Minis 180g Pouch {Imported from Canada}\", \"asin\": \"B07DMRY2RJ\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 4 left in stock - order soon.\"},\n {\"title\": \"Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KitKat Red Crisp Wafers Miniatures Milk Chocolate Candy Bars - Individually Wrapped - Bulk Pack - 2 Pound (Pack of 1)\", \"asin\": \"B01N2898C9\"},\n {\"title\": \"KitKt Bulk Miniatures Bars Valentine's Candy 1.5 lb - Individually Wrapped Bulk Milk Chocolate Wafer Candy Bars For Parties, Gifts & Treats\", \"asin\": \"B0DSJSQC4M\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KltKat Chocolate Wafer To & From Exchange \\u2013 1 Pounds (Approx. 30 Bars), Individually Wrapped Snack Size Bars\", \"asin\": \"B0DT4ZH6BY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"B0DKMPKP67\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Miniatures Assorted Chocolate and White Creme Wafer Candy Bars in Bulk for Party Favors - Individually Wrapped Kitkat Candy Bars Fun Sharing Size Perfect for Snacking, Adults and Kids, 2lb\", \"asin\": \"B0CPFTGT8B\"},\n {\"title\": \"KltKat Milk Chocolate \\\"To and From\\\" Approx. 32 Pieces Bars with Crisp Wafer Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DT4Y6P5C\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 5 left in stock - order soon.\"},\n {\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KIT KAT Chocolate Bars Miniatures, 64oz (4LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 4 Pound (Pack of 1)\", \"asin\": \"B07HKRFZ8X\", \"price\": \"$28.95\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KitKat Miniatures Crisp Wafers, Dark Chocolate Snack Size (Pack of 2 Pounds)\", \"asin\": \"B07MQVVDJ3\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Arrives before Easter Only 2 left in stock - order soon.\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n {\"title\": \"NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"B0BXWPBST4\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Kit Kat Milk Chocolate Mini EASTER Eggs 2 Pounds Apporx 125 Eggs\", \"asin\": \"B0CMRC8KL4\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Unwrapped Mini Milk Chocolate in Crispy Wafers, 3.8 Ounce (Pack of 2)\", \"asin\": \"B08NZ6GSL2\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz\", \"asin\": \"B0CJVMMR92\"},\n {\"title\": \"NESTL\\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs\", \"asin\": \"B0BXWM2MXD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n {\"title\": \"NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"B0C4G6FFJL\", \"price\": \"$5.79\", \"delivery\": \"FREE delivery Apr 14 - 16 for Prime members\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer Candy Family Pack, 16.1 oz\", \"asin\": \"B07YSJPW1R\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon.\"},\n {\"title\": \"Miniatures\", \"asin\": \"B00C21TNGM\", \"price\": \"$10.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Kit Kat Miniatures Crisp Wafers, Dark Chocolate Snack Size, 8 Ounces, Approx 25 Bars (8 OZ)\", \"asin\": \"B0CL74K3JB\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Mini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\", \"asin\": \"B0CD31YXQB\", \"price\": \"$19.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Nestl\\u00e9 Mini Kit Kat Chocolate Bars, 25pcs, 312g/11oz.\", \"asin\": \"B09YS2DN2H\", \"price\": \"$16.99\", \"delivery\": \"$9.99 delivery Apr 18 - 23 Only 19 left in stock - order soon.\"},\n {\"title\": \"Nestl\\u00e9 KitKat Mini Adult Sweetness Strawberry 11 pcs\", \"asin\": \"B0B4JVVNMM\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer, Valentine's Candy Bag, 9.6 oz\", \"asin\": \"B0992PW27X\", \"price\": \"$9.05\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 7 left in stock - order soon.\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars (Assorted)\", \"asin\": \"B0BTMWWYTK\", \"price\": \"$26.31\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer Candy Bars, Halloween, 10 Ounce (Pack of 1)\", \"asin\": \"B008BTT648\", \"price\": \"$2.99\", \"delivery\": \"$5.99 delivery Thu, Apr 24 Or fastest delivery Apr 18 - 21\"},\n {\"title\": \"Japanese KitKat Blueberry Cheese Cake Box 4.2oz - 9 Mini Bar\", \"asin\": \"B0DXZ7XMJB\", \"price\": \"$24.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11\"},\n {\"title\": \"Kit Kat Chocolate Mini Bars \\u2013 2 Pound Bag (Approx. 70 Bars) \\u2013 Great for Sharing and Candy Jars\", \"asin\": \"B0DHDDDZ2P\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon.\"},\n {\"title\": \"Valetines Day KltKat-mini Miniatures 30+ bars Crisp Wafers, Dark Chocolate Snack Size\", \"asin\": \"B0CLQ7W7S6\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Nestle Kit Kat Mini Cacao 72%, Pack of 12\", \"asin\": \"B0CHBNCN7W\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:40:36.739Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-04-09T20:40:36.739Z
|
input
|
japanese mini kit kat
|
rule
|
2025-04-09T20:40:36.739Z
|
train
| 574 |
2025-04-09T20:40:36.739Z
|
input
|
japanese mini kit kat
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:39:45.943Z", "action": "input", "action_argument": "mini kit kat"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "mini kit kat"
}
],
"promotion_items": [
{"title": "Kandy Korner\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "Tony's Chocolonely\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\nMilk Chocolate", "asin": "B0C3T1MR41", "price": "$24.76", "quantity": ""},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "quantity": ""},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\nLemon2 Pound (Pack of 2)", "asin": "B088MGHFVD", "price": "$24.98", "quantity": ""},
{"title": "Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events", "asin": "B0DHT2TDBY", "price": "$24.99", "quantity": ""},
{"title": "Tony's Chocolonely\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\nCacao6 Piece Set", "asin": "B08PX2V7S8", "price": "$9.98", "quantity": ""},
{"title": "Tony's Chocolonely\nSuper Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\nSuper Duper Milk Bundle6 Count (Pack of 1)", "asin": "B07T4TKWWH", "price": "$27.41", "quantity": ""},
{"title": "Kandy Korner\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "quantity": ""},
{"title": "Tony's Chocolonely\n70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\nDark4 Count (Pack of 1)", "asin": "B087K17C7Q", "price": "$19.88", "quantity": ""},
{"title": "Butterfinger\nCRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\nChocolate60 Count (Pack of 1)", "asin": "B09NMX9CGB", "price": "$14.74", "quantity": ""},
{"title": "Kinder Bueno\nMini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\nHazelnut125 Count (Pack of 1)", "asin": "B0CD31YXQB", "price": "$19.49", "quantity": ""}
],
"search_results": [
{"title": "Crispy Wafer Miniatures \u2013 10LB (Approx. 300 Pieces) \u2013 Individually Wrapped Milk Chocolate Easter Candy for Snacking, Sharing & Basket Fillers", "asin": "B0DYHTD3CV", "price": "$24.99", "delivery": "FREE delivery Wed, Apr 16 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Chocolate Wafer Valentine To & From Bars \u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size", "asin": "B0DSCBL6JD", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events", "asin": "B0DHT2TDBY", "price": "$24.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)", "asin": "B077CG8JR8", "price": "$14.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Jumbo Bag, 20.1 oz", "asin": "B00CP3LMEI", "price": "$7.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter"},
{"title": "Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound", "asin": "B09ZJC2JQB", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts", "asin": "B0DFZ4W5NY", "price": "$14.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "Milk Chocolate \"To & From\" Bars with Crisp Wafer \u2013 Treat (1.5Lb, Approx. 75 Pieces) \u2013 Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DRDNXQM7", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars", "asin": "B08PX2V7S8", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Easter Chocolate Candy Variety Pack - HERSHEY\u2019S KISSES, KITKAT Bars, REESEScups (3 Pound Bag - Approx. 200 Count)", "asin": "B0CXNSZ74D", "price": "$29.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Apr 14 - 15 Arrives before Easter"},
{"title": "KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz", "asin": "B082YVBLHD", "price": "$14.84", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound", "asin": "B0CQKNHCBW", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)", "asin": "B0DKVQPCNY", "price": "$18.90", "delivery": "FREE delivery Apr 15 - 17 for Prime members Arrives before Easter"},
{"title": "KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)", "asin": "B0DF9FSF2K", "price": "$18.80", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon."},
{"title": "Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B07T4TKWWH", "price": "$27.41", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter"},
{"title": "Reeces Milk Chocolate Miniature Peanut Butter Cups, Individually Wrapped 1.5 lbs-Crunchy Milk Chocolate Filled With Creamy Peanut Butter That Melts In Your Mouth-Kosher and Gluten Free(24 oz)", "asin": "B0F223J3CP", "price": "$13.90", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb", "asin": "B0DNG78JG4", "price": "$26.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars", "asin": "B087K17C7Q", "price": "$19.88", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz", "asin": "B07N1X89YD", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz", "asin": "B07N22DPDL", "price": "$5.89", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz", "asin": "B000T3O8RO", "price": "$4.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Milk Chocolate Wafer Snack Size, Candy Bars, 0.49 oz (8 Count)", "asin": "B000WG4DCI", "price": "$1.99", "delivery": " FREE delivery Today 8 PM - 10 PM on orders over $50"},
{"title": "Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "B0CHXKJC7C", "price": "$27.41", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Lindtbars Easter Classic Recipe Hazelnut Milk Chocolate Bars, Cute Red Heart Shaped Tin Stuffed with Mini Llndt Bars of Candy Chocolate Great For Easter Stuffer and All Year", "asin": "B0DTVNMY4M", "price": "$7.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)", "asin": "B0C3T1MR41", "price": "$24.76", "delivery": "$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter"},
{"title": "Minis 180g Pouch {Imported from Canada}", "asin": "B07DMRY2RJ", "price": "$9.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 4 left in stock - order soon."},
{"title": "Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb", "asin": "B0CVJ3DFP6", "price": "$17.95", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Red Crisp Wafers Miniatures Milk Chocolate Candy Bars - Individually Wrapped - Bulk Pack - 2 Pound (Pack of 1)", "asin": "B01N2898C9"},
{"title": "KitKt Bulk Miniatures Bars Valentine's Candy 1.5 lb - Individually Wrapped Bulk Milk Chocolate Wafer Candy Bars For Parties, Gifts & Treats", "asin": "B0DSJSQC4M", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KltKat Chocolate Wafer To & From Exchange \u2013 1 Pounds (Approx. 30 Bars), Individually Wrapped Snack Size Bars", "asin": "B0DT4ZH6BY", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "B0DKMPKP67", "price": "$12.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Assorted Chocolate and White Creme Wafer Candy Bars in Bulk for Party Favors - Individually Wrapped Kitkat Candy Bars Fun Sharing Size Perfect for Snacking, Adults and Kids, 2lb", "asin": "B0CPFTGT8B"},
{"title": "KltKat Milk Chocolate \"To and From\" Approx. 32 Pieces Bars with Crisp Wafer Individually Wrapped for Gifting, Sharing, and Snacking", "asin": "B0DT4Y6P5C", "price": "$11.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 5 left in stock - order soon."},
{"title": "Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds", "asin": "B088MGHFVD", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "KIT KAT Chocolate Bars Miniatures, 64oz (4LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 4 Pound (Pack of 1)", "asin": "B07HKRFZ8X", "price": "$28.95", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Fri, Apr 11 Arrives before Easter"},
{"title": "KitKat Miniatures Crisp Wafers, Dark Chocolate Snack Size (Pack of 2 Pounds)", "asin": "B07MQVVDJ3", "price": "$23.99", "delivery": "FREE delivery Sun, Apr 13 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon."},
{"title": "NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "B0BXWPBST4", "price": "$7.58", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Milk Chocolate Mini EASTER Eggs 2 Pounds Apporx 125 Eggs", "asin": "B0CMRC8KL4", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Unwrapped Mini Milk Chocolate in Crispy Wafers, 3.8 Ounce (Pack of 2)", "asin": "B08NZ6GSL2"},
{"title": "Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz", "asin": "B0CJVMMR92"},
{"title": "NESTL\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs", "asin": "B0BXWM2MXD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10"},
{"title": "NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "B0C4G6FFJL", "price": "$5.79", "delivery": "FREE delivery Apr 14 - 16 for Prime members"},
{"title": "Miniatures Milk Chocolate Wafer Candy Family Pack, 16.1 oz", "asin": "B07YSJPW1R", "price": "$25.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Miniatures", "asin": "B00C21TNGM", "price": "$10.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Kit Kat Miniatures Crisp Wafers, Dark Chocolate Snack Size, 8 Ounces, Approx 25 Bars (8 OZ)", "asin": "B0CL74K3JB", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Mini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz", "asin": "B0CD31YXQB", "price": "$19.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Nestl\u00e9 Mini Kit Kat Chocolate Bars, 25pcs, 312g/11oz.", "asin": "B09YS2DN2H", "price": "$16.99", "delivery": "$9.99 delivery Apr 18 - 23 Only 19 left in stock - order soon."},
{"title": "Nestl\u00e9 KitKat Mini Adult Sweetness Strawberry 11 pcs", "asin": "B0B4JVVNMM", "price": "$8.99", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer, Valentine's Candy Bag, 9.6 oz", "asin": "B0992PW27X", "price": "$9.05", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 7 left in stock - order soon."},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "delivery": " Two-Day FREE delivery Fri, Apr 11 Arrives before Easter"},
{"title": "Miniatures Milk Chocolate Wafer Candy Bars, Halloween, 10 Ounce (Pack of 1)", "asin": "B008BTT648", "price": "$2.99", "delivery": "$5.99 delivery Thu, Apr 24 Or fastest delivery Apr 18 - 21"},
{"title": "Japanese KitKat Blueberry Cheese Cake Box 4.2oz - 9 Mini Bar", "asin": "B0DXZ7XMJB", "price": "$24.00", "delivery": " Two-Day FREE delivery Fri, Apr 11"},
{"title": "Kit Kat Chocolate Mini Bars \u2013 2 Pound Bag (Approx. 70 Bars) \u2013 Great for Sharing and Candy Jars", "asin": "B0DHDDDZ2P", "price": "$34.99", "delivery": "FREE delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon."},
{"title": "Valetines Day KltKat-mini Miniatures 30+ bars Crisp Wafers, Dark Chocolate Snack Size", "asin": "B0CLQ7W7S6", "price": "$11.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter"},
{"title": "Nestle Kit Kat Mini Cacao 72%, Pack of 12", "asin": "B0CHBNCN7W"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:40:36.739Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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>japanese mini kit kat</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>japanese mini kit kat</answer_argument>",
"index": 574,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:39:45.943Z\", \"action\": \"input\", \"action_argument\": \"mini kit kat\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"mini kit kat\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Kandy Korner\\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely\\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\\nMilk Chocolate\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"quantity\": \"\"},\n {\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\\nLemon2 Pound (Pack of 2)\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"quantity\": \"\"},\n {\"title\": \"Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events\", \"asin\": \"B0DHT2TDBY\", \"price\": \"$24.99\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely\\nChocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\\nCacao6 Piece Set\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely\\nSuper Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\\nSuper Duper Milk Bundle6 Count (Pack of 1)\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"quantity\": \"\"},\n {\"title\": \"Kandy Korner\\nChocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely\\n70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\\nDark4 Count (Pack of 1)\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"quantity\": \"\"},\n {\"title\": \"Butterfinger\\nCRUNCH, Baby Ruth and 100 Grand, Bulk 60 Pack, Assorted Fun Size Chocolate Candy Bars, Stocking Stuffers, 37.2 oz\\nChocolate60 Count (Pack of 1)\", \"asin\": \"B09NMX9CGB\", \"price\": \"$14.74\", \"quantity\": \"\"},\n {\"title\": \"Kinder Bueno\\nMini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\\nHazelnut125 Count (Pack of 1)\", \"asin\": \"B0CD31YXQB\", \"price\": \"$19.49\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Crispy Wafer Miniatures \\u2013 10LB (Approx. 300 Pieces) \\u2013 Individually Wrapped Milk Chocolate Easter Candy for Snacking, Sharing & Basket Fillers\", \"asin\": \"B0DYHTD3CV\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Wed, Apr 16 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Chocolate Wafer Valentine To & From Bars \\u2013 5 Pounds (Approx. 155 Bars), Individually Wrapped Snack Size\", \"asin\": \"B0DSCBL6JD\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Twix Fun Size Candy Bars Left and Right, 2lb Pack of Bulk Chocolate Candy Individually Wrapped, Ideal Caramel Chocolate for Sharing with Friends, Perfect Twix Mini Candy Bars for Parties and Events\", \"asin\": \"B0DHT2TDBY\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)\", \"asin\": \"B09JJYGCDH\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 32.34 oz (66 Pieces)\", \"asin\": \"B077CG8JR8\", \"price\": \"$14.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Jumbo Bag, 20.1 oz\", \"asin\": \"B00CP3LMEI\", \"price\": \"$7.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items Arrives before Easter\"},\n {\"title\": \"Kit KatMiniatures Chocolate Candy - Bite-Sized Milk Chocolate Wafers - Individually Wrapped - Bulk Pack - 1 Pound\", \"asin\": \"B09ZJC2JQB\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Minis Unwrapped Chocolate Bar - 2 Packs (7.6oz Each) - Candy Chocolate Unwrapped pack - Halloween Candy, Chocolate Candy Bars, Milk Chocolate, Chocolate Wafer, Ideal for Snacks and Mini Chocolate Gifts\", \"asin\": \"B0DFZ4W5NY\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n {\"title\": \"Milk Chocolate \\\"To & From\\\" Bars with Crisp Wafer \\u2013 Treat (1.5Lb, Approx. 75 Pieces) \\u2013 Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DRDNXQM7\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Chocolate Bar Variety Pack - Milk, Dark, Nougat, Caramel, Hazelnut, Almond & Sea Salt - 6 Individually Packed Bars\", \"asin\": \"B08PX2V7S8\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars (Assorted)\", \"asin\": \"B0BTMWWYTK\", \"price\": \"$26.31\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Easter Chocolate Candy Variety Pack - HERSHEY\\u2019S KISSES, KITKAT Bars, REESEScups (3 Pound Bag - Approx. 200 Count)\", \"asin\": \"B0CXNSZ74D\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 14 - 15 Arrives before Easter\"},\n {\"title\": \"KIT KAT and REESE'S Assorted Milk Chocolate Flavored Candy Party Pack, 33.36 oz\", \"asin\": \"B082YVBLHD\", \"price\": \"$14.84\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KIT KAT Chocolate Bars Miniatures, 32oz (2LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 2 Pound\", \"asin\": \"B0CQKNHCBW\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Kit Kat Mini Chocolate Bars-1.5 lbs Milk Chocolate Kit Kat Mini Individually Wrapped Bulk Pack-Crisp Wafer Kit Kat in Bulk - Perfect Snack Size for Sharing and Enjoyment(24 oz)\", \"asin\": \"B0DKVQPCNY\", \"price\": \"$18.90\", \"delivery\": \"FREE delivery Apr 15 - 17 for Prime members Arrives before Easter\"},\n {\"title\": \"KlT-KAT Milk Chocolate Wafer Snack Size, Candy Bag (2 LB)\", \"asin\": \"B0DF9FSF2K\", \"price\": \"$18.80\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 20 left in stock - order soon.\"},\n {\"title\": \"Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B07T4TKWWH\", \"price\": \"$27.41\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM Arrives before Easter\"},\n {\"title\": \"Reeces Milk Chocolate Miniature Peanut Butter Cups, Individually Wrapped 1.5 lbs-Crunchy Milk Chocolate Filled With Creamy Peanut Butter That Melts In Your Mouth-Kosher and Gluten Free(24 oz)\", \"asin\": \"B0F223J3CP\", \"price\": \"$13.90\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Assorted Individually Wrapped Easter Chocolate Candy Variety Pack of Bulk, Ideal Mix for Easter Baskets, Egg Hunts, Spring Parties, Candy Dishes, Special Occasions and Snacking, Perfect Assortment for Chocolate Lovers - 5lb\", \"asin\": \"B0DNG78JG4\", \"price\": \"$26.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"70% Dark Chocolate Bar - Dark Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 4 Bars\", \"asin\": \"B087K17C7Q\", \"price\": \"$19.88\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer Candy Share Pack, 10.1 oz\", \"asin\": \"B07N1X89YD\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Minis Unwrapped Milk Chocolate Wafer Candy Bag, 7.6 oz\", \"asin\": \"B07N22DPDL\", \"price\": \"$5.89\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bag, 10.78 oz\", \"asin\": \"B000T3O8RO\", \"price\": \"$4.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Milk Chocolate Wafer Snack Size, Candy Bars, 0.49 oz (8 Count)\", \"asin\": \"B000WG4DCI\", \"price\": \"$1.99\", \"delivery\": \" FREE delivery Today 8 PM - 10 PM on orders over $50\"},\n {\"title\": \"Top 3 Milk Chocolate Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"B0CHXKJC7C\", \"price\": \"$27.41\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Lindtbars Easter Classic Recipe Hazelnut Milk Chocolate Bars, Cute Red Heart Shaped Tin Stuffed with Mini Llndt Bars of Candy Chocolate Great For Easter Stuffer and All Year\", \"asin\": \"B0DTVNMY4M\", \"price\": \"$7.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars 2 Lb (MILK CHOCOLATE)\", \"asin\": \"B0C3T1MR41\", \"price\": \"$24.76\", \"delivery\": \"$3.99 delivery Fri, Apr 18 Or fastest delivery Mon, Apr 14 Arrives before Easter\"},\n {\"title\": \"Minis 180g Pouch {Imported from Canada}\", \"asin\": \"B07DMRY2RJ\", \"price\": \"$9.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter Only 4 left in stock - order soon.\"},\n {\"title\": \"Chocolate Candy Bars, Pack of KitKats in Bulk, Perfect, Tasty and Convenient Miniatures Candy Bars for Sharing with Friends, Family and Guests - 2lb\", \"asin\": \"B0CVJ3DFP6\", \"price\": \"$17.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KitKat Red Crisp Wafers Miniatures Milk Chocolate Candy Bars - Individually Wrapped - Bulk Pack - 2 Pound (Pack of 1)\", \"asin\": \"B01N2898C9\"},\n {\"title\": \"KitKt Bulk Miniatures Bars Valentine's Candy 1.5 lb - Individually Wrapped Bulk Milk Chocolate Wafer Candy Bars For Parties, Gifts & Treats\", \"asin\": \"B0DSJSQC4M\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KltKat Chocolate Wafer To & From Exchange \\u2013 1 Pounds (Approx. 30 Bars), Individually Wrapped Snack Size Bars\", \"asin\": \"B0DT4ZH6BY\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"B0DKMPKP67\", \"price\": \"$12.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Miniatures Assorted Chocolate and White Creme Wafer Candy Bars in Bulk for Party Favors - Individually Wrapped Kitkat Candy Bars Fun Sharing Size Perfect for Snacking, Adults and Kids, 2lb\", \"asin\": \"B0CPFTGT8B\"},\n {\"title\": \"KltKat Milk Chocolate \\\"To and From\\\" Approx. 32 Pieces Bars with Crisp Wafer Individually Wrapped for Gifting, Sharing, and Snacking\", \"asin\": \"B0DT4Y6P5C\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 5 left in stock - order soon.\"},\n {\"title\": \"Kit KatLemon Crisp Easter Assortment Miniatures, Lemon Flavored Wafers in White Creme Miniature Chocolate Candy Bars - 2 Pounds\", \"asin\": \"B088MGHFVD\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"KIT KAT Chocolate Bars Miniatures, 64oz (4LB) Bulk Candy, Assorted Miniatures, (White, Milk, Dark Chocolate) - 4 Pound (Pack of 1)\", \"asin\": \"B07HKRFZ8X\", \"price\": \"$28.95\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"KitKat Miniatures Crisp Wafers, Dark Chocolate Snack Size (Pack of 2 Pounds)\", \"asin\": \"B07MQVVDJ3\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Arrives before Easter Only 2 left in stock - order soon.\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 1 left in stock - order soon.\"},\n {\"title\": \"NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"B0BXWPBST4\", \"price\": \"$7.58\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Kit Kat Milk Chocolate Mini EASTER Eggs 2 Pounds Apporx 125 Eggs\", \"asin\": \"B0CMRC8KL4\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Unwrapped Mini Milk Chocolate in Crispy Wafers, 3.8 Ounce (Pack of 2)\", \"asin\": \"B08NZ6GSL2\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer, Easter Candy Bag, 9.6 oz\", \"asin\": \"B0CJVMMR92\"},\n {\"title\": \"NESTL\\u00c9 Mini Chocolate Bar Adult Sweetness Dark Matcha 10pcs\", \"asin\": \"B0BXWM2MXD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10\"},\n {\"title\": \"NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"B0C4G6FFJL\", \"price\": \"$5.79\", \"delivery\": \"FREE delivery Apr 14 - 16 for Prime members\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer Candy Family Pack, 16.1 oz\", \"asin\": \"B07YSJPW1R\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon.\"},\n {\"title\": \"Miniatures\", \"asin\": \"B00C21TNGM\", \"price\": \"$10.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Kit Kat Miniatures Crisp Wafers, Dark Chocolate Snack Size, 8 Ounces, Approx 25 Bars (8 OZ)\", \"asin\": \"B0CL74K3JB\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Mini, 125 Count Party Pack, Milk Chocolate and Hazelnut Cream, Individually Wrapped Chocolate Bars, 23.8 oz\", \"asin\": \"B0CD31YXQB\", \"price\": \"$19.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Nestl\\u00e9 Mini Kit Kat Chocolate Bars, 25pcs, 312g/11oz.\", \"asin\": \"B09YS2DN2H\", \"price\": \"$16.99\", \"delivery\": \"$9.99 delivery Apr 18 - 23 Only 19 left in stock - order soon.\"},\n {\"title\": \"Nestl\\u00e9 KitKat Mini Adult Sweetness Strawberry 11 pcs\", \"asin\": \"B0B4JVVNMM\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer, Valentine's Candy Bag, 9.6 oz\", \"asin\": \"B0992PW27X\", \"price\": \"$9.05\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter Only 7 left in stock - order soon.\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars (Assorted)\", \"asin\": \"B0BTMWWYTK\", \"price\": \"$26.31\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11 Arrives before Easter\"},\n {\"title\": \"Miniatures Milk Chocolate Wafer Candy Bars, Halloween, 10 Ounce (Pack of 1)\", \"asin\": \"B008BTT648\", \"price\": \"$2.99\", \"delivery\": \"$5.99 delivery Thu, Apr 24 Or fastest delivery Apr 18 - 21\"},\n {\"title\": \"Japanese KitKat Blueberry Cheese Cake Box 4.2oz - 9 Mini Bar\", \"asin\": \"B0DXZ7XMJB\", \"price\": \"$24.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 11\"},\n {\"title\": \"Kit Kat Chocolate Mini Bars \\u2013 2 Pound Bag (Approx. 70 Bars) \\u2013 Great for Sharing and Candy Jars\", \"asin\": \"B0DHDDDZ2P\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Mon, Apr 14 Arrives before Easter Only 2 left in stock - order soon.\"},\n {\"title\": \"Valetines Day KltKat-mini Miniatures 30+ bars Crisp Wafers, Dark Chocolate Snack Size\", \"asin\": \"B0CLQ7W7S6\", \"price\": \"$11.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 10 Arrives before Easter\"},\n {\"title\": \"Nestle Kit Kat Mini Cacao 72%, Pack of 12\", \"asin\": \"B0CHBNCN7W\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:40:36.739Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"japanese mini kit kat\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DJ854XR5\"\n},\n {\n \"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"\n},\n {\n \"price\": \"$21.90\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Diet Coke, 12 fl oz, 8 Pack (Package May Vary)\", \"asin\": \"B00FXJ62WI\", \"price\": \"$4.89\", \"quantity\": \"\"},\n {\"title\": \"Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)\", \"asin\": \"B0F13HPKFJ\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB\", \"asin\": \"B0C9WS8X5Z\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids\", \"asin\": \"B06XGNL1RX\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"B0CZL4CJZP\", \"price\": \"$31.97\", \"quantity\": \"\"},\n {\"title\": \"Jet Mini Milk Chocoate Bar, Bag with 24 Units, 5.07 oz\", \"asin\": \"B0DPGTBNLJ\", \"price\": \"$10.20\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {}\n ],\n \"comparison_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:46:03.874Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-09T20:46:03.874Z
|
click
|
review
|
rule
|
2025-04-09T20:46:03.874Z
|
train
| 575 |
2025-04-09T20:46:03.874Z
|
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|>
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "japanese mini kit kat"
}
],
"product_details": [
{
"asin": "B0DJ854XR5"
},
{
"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"
},
{
"price": "$21.90"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"title": "Diet Coke, 12 fl oz, 8 Pack (Package May Vary)", "asin": "B00FXJ62WI", "price": "$4.89", "quantity": ""},
{"title": "Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)", "asin": "B0F13HPKFJ", "price": "$13.99", "quantity": ""},
{"title": "Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB", "asin": "B0C9WS8X5Z", "price": "$48.99", "quantity": ""},
{"title": "Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids", "asin": "B06XGNL1RX", "price": "$15.00", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "B0CZL4CJZP", "price": "$31.97", "quantity": ""},
{"title": "Jet Mini Milk Chocoate Bar, Bag with 24 Units, 5.07 oz", "asin": "B0DPGTBNLJ", "price": "$10.20", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{},
{}
],
"comparison_items": [
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:46:03.874Z", // the timestamp when this action occurs
"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": 575,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"japanese mini kit kat\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DJ854XR5\"\n},\n {\n \"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"\n},\n {\n \"price\": \"$21.90\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Diet Coke, 12 fl oz, 8 Pack (Package May Vary)\", \"asin\": \"B00FXJ62WI\", \"price\": \"$4.89\", \"quantity\": \"\"},\n {\"title\": \"Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)\", \"asin\": \"B0F13HPKFJ\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB\", \"asin\": \"B0C9WS8X5Z\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids\", \"asin\": \"B06XGNL1RX\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"B0CZL4CJZP\", \"price\": \"$31.97\", \"quantity\": \"\"},\n {\"title\": \"Jet Mini Milk Chocoate Bar, Bag with 24 Units, 5.07 oz\", \"asin\": \"B0DPGTBNLJ\", \"price\": \"$10.20\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {},\n {}\n ],\n \"comparison_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:46:03.874Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"japanese mini kit kat\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DJ854XR5\"\n},\n {\n \"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"\n},\n {\n \"price\": \"$21.90\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"asin\": \"B0CHDYP297\"},\n {\"asin\": \"B0BTMWWYTK\"},\n {\"asin\": \"B0F1CKNXP6\"},\n {\"asin\": \"B0DZTWJ4SL\"},\n {\"asin\": \"B01DHYLBIK\"},\n {\"asin\": \"B07DX4R78B\"},\n {\"asin\": \"B0C9WS8X5Z\"},\n {\"title\": \"Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB\", \"asin\": \"B0C9WS8X5Z\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays\", \"asin\": \"B002RGU0M8\", \"price\": \"$16.48\", \"quantity\": \"\"},\n {\"title\": \"MEGURISM Yoku Moku Cookies Assortimon de Biscuit Japanese Cookies Assortments For Gifts And Presents\", \"asin\": \"B0CSWSK34D\", \"price\": \"$42.00\", \"quantity\": \"\"},\n {\"title\": \"Japanese Snack Assortment 40 pcs of 32 types Full of \\\"DAGASHI\\\", \\\"OHIMESAMA Snack Selection\\\" (L)\", \"asin\": \"B076X1VB5S\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars (Assorted)\", \"asin\": \"B0BTMWWYTK\", \"price\": \"$26.31\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks 40 Piece Dagashi Set (Box)\", \"asin\": \"B07DX4R78B\", \"price\": \"$25.97\", \"quantity\": \"\"},\n {},\n {},\n {},\n {},\n {},\n {},\n {}\n ],\n \"comparison_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:47:04.911Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-09T20:47:04.911Z
|
click
|
review
|
rule
|
2025-04-09T20:47:04.911Z
|
train
| 576 |
2025-04-09T20:47:04.911Z
|
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|>
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "japanese mini kit kat"
}
],
"product_details": [
{
"asin": "B0DJ854XR5"
},
{
"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"
},
{
"price": "$21.90"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"asin": "B0CHDYP297"},
{"asin": "B0BTMWWYTK"},
{"asin": "B0F1CKNXP6"},
{"asin": "B0DZTWJ4SL"},
{"asin": "B01DHYLBIK"},
{"asin": "B07DX4R78B"},
{"asin": "B0C9WS8X5Z"},
{"title": "Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB", "asin": "B0C9WS8X5Z", "price": "$48.99", "quantity": ""},
{"title": "Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays", "asin": "B002RGU0M8", "price": "$16.48", "quantity": ""},
{"title": "MEGURISM Yoku Moku Cookies Assortimon de Biscuit Japanese Cookies Assortments For Gifts And Presents", "asin": "B0CSWSK34D", "price": "$42.00", "quantity": ""},
{"title": "Japanese Snack Assortment 40 pcs of 32 types Full of \"DAGASHI\", \"OHIMESAMA Snack Selection\" (L)", "asin": "B076X1VB5S", "price": "$35.99", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""},
{"title": "KIT KAT Miniatures Wafer Candy Bars (Assorted)", "asin": "B0BTMWWYTK", "price": "$26.31", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks 40 Piece Dagashi Set (Box)", "asin": "B07DX4R78B", "price": "$25.97", "quantity": ""},
{},
{},
{},
{},
{},
{},
{}
],
"comparison_items": [
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:47:04.911Z", // the timestamp when this action occurs
"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": 576,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"japanese mini kit kat\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B0DJ854XR5\"\n},\n {\n \"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"\n},\n {\n \"price\": \"$21.90\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"asin\": \"B0CHDYP297\"},\n {\"asin\": \"B0BTMWWYTK\"},\n {\"asin\": \"B0F1CKNXP6\"},\n {\"asin\": \"B0DZTWJ4SL\"},\n {\"asin\": \"B01DHYLBIK\"},\n {\"asin\": \"B07DX4R78B\"},\n {\"asin\": \"B0C9WS8X5Z\"},\n {\"title\": \"Shiroi Koibito Cookies Assortments White & Black Chocolate 36 Pcs For Gifts And Presents_AB\", \"asin\": \"B0C9WS8X5Z\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays\", \"asin\": \"B002RGU0M8\", \"price\": \"$16.48\", \"quantity\": \"\"},\n {\"title\": \"MEGURISM Yoku Moku Cookies Assortimon de Biscuit Japanese Cookies Assortments For Gifts And Presents\", \"asin\": \"B0CSWSK34D\", \"price\": \"$42.00\", \"quantity\": \"\"},\n {\"title\": \"Japanese Snack Assortment 40 pcs of 32 types Full of \\\"DAGASHI\\\", \\\"OHIMESAMA Snack Selection\\\" (L)\", \"asin\": \"B076X1VB5S\", \"price\": \"$35.99\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Wafer Candy Bars (Assorted)\", \"asin\": \"B0BTMWWYTK\", \"price\": \"$26.31\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks 40 Piece Dagashi Set (Box)\", \"asin\": \"B07DX4R78B\", \"price\": \"$25.97\", \"quantity\": \"\"},\n {},\n {},\n {},\n {},\n {},\n {},\n {}\n ],\n \"comparison_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:47:04.911Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking 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\": \"B0DJ854XR5\"\n},\n {\n \"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"\n},\n {\n \"price\": \"$21.90\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"asin\": \"B0CHDYP297\"},\n {\"asin\": \"B0CVJ2B7C5\"},\n {\"asin\": \"B07DX4R78B\"},\n {\"asin\": \"B01DHYLBIK\"},\n {\"asin\": \"B0C4KPSPTX\"},\n {\"asin\": \"B07CGPLXG9\"},\n {\"asin\": \"B084RK9HB7\"},\n {\"title\": \"Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)\", \"asin\": \"B0F13HPKFJ\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Diet Coke, 12 fl oz, 8 Pack (Package May Vary)\", \"asin\": \"B00FXJ62WI\", \"price\": \"$4.89\", \"quantity\": \"\"},\n {\"title\": \"Dubai Chocolate Bar Pistachio, Viral Knafeh Chocolate Bar with Pistachio Cream and Crispy Kataifi, 7 oz (200gr), Gift Chocolate\", \"asin\": \"B0DPLKB3HM\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids\", \"asin\": \"B06XGNL1RX\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat Chocolate Gift Box \\u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \\u2013 A Sweet Mother\\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating\", \"asin\": \"B0DS6HNRY1\", \"price\": \"$14.95\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {\"title\": \"Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\", \"asin\": \"B0CVJ2B7C5\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:51:03.991Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-04-09T20:51:03.991Z
|
purchase
|
B0DJ854XR5
|
rule
|
2025-04-09T20:51:03.991Z
|
train
| 577 |
2025-04-09T20:51:03.991Z
|
purchase
|
B0DJ854XR5
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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|>
<|memory_end|>
<|action_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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "B0DJ854XR5"
},
{
"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"
},
{
"price": "$21.90"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"asin": "B0CHDYP297"},
{"asin": "B0CVJ2B7C5"},
{"asin": "B07DX4R78B"},
{"asin": "B01DHYLBIK"},
{"asin": "B0C4KPSPTX"},
{"asin": "B07CGPLXG9"},
{"asin": "B084RK9HB7"},
{"title": "Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)", "asin": "B0F13HPKFJ", "price": "$13.99", "quantity": ""},
{"title": "Diet Coke, 12 fl oz, 8 Pack (Package May Vary)", "asin": "B00FXJ62WI", "price": "$4.89", "quantity": ""},
{"title": "Dubai Chocolate Bar Pistachio, Viral Knafeh Chocolate Bar with Pistachio Cream and Crispy Kataifi, 7 oz (200gr), Gift Chocolate", "asin": "B0DPLKB3HM", "price": "$22.99", "quantity": ""},
{"title": "Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids", "asin": "B06XGNL1RX", "price": "$15.00", "quantity": ""},
{"title": "Kit Kat Chocolate Gift Box \u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \u2013 A Sweet Mother\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating", "asin": "B0DS6HNRY1", "price": "$14.95", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""},
{"title": "Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties", "asin": "B0CVJ2B7C5", "quantity": ""}
],
"comparison_items": [
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "B075LSV11Y", "price": "$24.97"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:51:03.991Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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>B0DJ854XR5</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DJ854XR5</answer_argument>",
"index": 577,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking 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\": \"B0DJ854XR5\"\n},\n {\n \"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"\n},\n {\n \"price\": \"$21.90\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"asin\": \"B0CHDYP297\"},\n {\"asin\": \"B0CVJ2B7C5\"},\n {\"asin\": \"B07DX4R78B\"},\n {\"asin\": \"B01DHYLBIK\"},\n {\"asin\": \"B0C4KPSPTX\"},\n {\"asin\": \"B07CGPLXG9\"},\n {\"asin\": \"B084RK9HB7\"},\n {\"title\": \"Dubai Chocolate Bar Pistachio, Viral Crispy Knafeh Chocolate Bar with Pistachio Cream and Kataifi, 3 oz (86g)\", \"asin\": \"B0F13HPKFJ\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Diet Coke, 12 fl oz, 8 Pack (Package May Vary)\", \"asin\": \"B00FXJ62WI\", \"price\": \"$4.89\", \"quantity\": \"\"},\n {\"title\": \"Dubai Chocolate Bar Pistachio, Viral Knafeh Chocolate Bar with Pistachio Cream and Crispy Kataifi, 7 oz (200gr), Gift Chocolate\", \"asin\": \"B0DPLKB3HM\", \"price\": \"$22.99\", \"quantity\": \"\"},\n {\"title\": \"Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids\", \"asin\": \"B06XGNL1RX\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat Chocolate Gift Box \\u2013 Delightful Milk Chocolate Bars in a Elegant Red Box \\u2013 A Sweet Mother\\u2019s Day Gift for Mom, Perfect for Sharing & Celebrating\", \"asin\": \"B0DS6HNRY1\", \"price\": \"$14.95\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {\"title\": \"Kitkat Candy Bars, 5lb Bag of Mini Chocolate Bars, Ideal Kit Kats in Bulk for Candy Buffets, Gift Baskets, and Office Treats, Perfect Mini Candy Bars for Snacking, Sharing, and Parties\", \"asin\": \"B0CVJ2B7C5\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"B075LSV11Y\", \"price\": \"$24.97\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:51:03.991Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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<|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 \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:06.263Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-09T20:52:06.263Z
|
click
|
page_related
|
rule
|
2025-04-09T20:52:06.263Z
|
train
| 578 |
2025-04-09T20:52:06.263Z
|
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"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}
],
"promotion_items": [
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:52:06.263Z", // the timestamp when this action occurs
"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": 578,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|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 \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:06.263Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"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 \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.20\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:24.012Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-09T20:52:24.012Z
|
click
|
page_related
|
rule
|
2025-04-09T20:52:24.012Z
|
train
| 579 |
2025-04-09T20:52:24.012Z
|
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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-09T20:52:06.263Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}
],
"promotion_items": [
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "$13.20", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "$20.99", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "$24.97", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "$52.99", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:52:24.012Z", // the timestamp when this action occurs
"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": 579,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-09T20:52:06.263Z\", \"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 \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.20\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"$20.99\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:24.012Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"$19.25\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"$11.95\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:50.247Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-09T20:52:50.247Z
|
click
|
page_related
|
rule
|
2025-04-09T20:52:50.247Z
|
train
| 580 |
2025-04-09T20:52:50.247Z
|
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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}
],
"promotion_items": [
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "$52.99", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "$19.25", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "$11.95", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:52:50.247Z", // the timestamp when this action occurs
"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": 580,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"$52.99\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"$19.25\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"$11.95\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:50.247Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"$31.97\", \"quantity\": \"\"},\n {\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"$3.49\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"$25.97\", \"quantity\": \"\"},\n {\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:53.480Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-09T20:52:53.480Z
|
click
|
page_related
|
rule
|
2025-04-09T20:52:53.480Z
|
train
| 581 |
2025-04-09T20:52:53.480Z
|
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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}
],
"promotion_items": [
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "$31.97", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "$3.49", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "$25.97", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:52:53.480Z", // the timestamp when this action occurs
"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": 581,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"$31.97\", \"quantity\": \"\"},\n {\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"$3.49\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"$25.97\", \"quantity\": \"\"},\n {\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:53.480Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:58.777Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-09T20:52:58.777Z
|
click
|
page_related
|
rule
|
2025-04-09T20:52:58.777Z
|
train
| 582 |
2025-04-09T20:52:58.777Z
|
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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}
],
"promotion_items": [
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "$13.00", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "$18.49", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:52:58.777Z", // the timestamp when this action occurs
"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": 582,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"$13.00\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"$18.49\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:52:58.777Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"$26.97\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:53:00.927Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-09T20:53:00.927Z
|
click
|
page_related
|
rule
|
2025-04-09T20:53:00.927Z
|
train
| 583 |
2025-04-09T20:53:00.927Z
|
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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}
],
"promotion_items": [
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "$44.97", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "$26.97", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "$25.99", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "", "quantity": ""},
{"title": "Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:53:00.927Z", // the timestamp when this action occurs
"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": 583,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"$44.97\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"$26.97\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:53:00.927Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"$11.05\", \"quantity\": \"\"},\n {\"title\": \"Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors\", \"asin\": \"\", \"price\": \"$9.00\", \"quantity\": \"\"},\n {\"title\": \"Coke Orange Cream 12oz 12pk\", \"asin\": \"\", \"price\": \"$6.96\", \"quantity\": \"\"},\n {\"title\": \"PELEG DESIGN \\u2013 Gratiator Small Cheese Grater Stainless Steel Sword-Shaped Grating Utensil Lemon Zester Tool with Royal Blue Plastic Handle | Mini Cheese Grater for Parmesan Cheese Ginger Vegetables\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Candy box Assortment Snacks (50count)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"OSULLOC Premium Green Tea Waffles (2.54oz, 72g) | Korean Matcha Flavored Snacks | Asian Snacks, Premium Tea Food\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Taza Chocolate Organic Mexicano Disc Stone Ground, Variety Pack, 1.35 Ounce (8 Count), Vegan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:53:08.595Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-09T20:53:08.595Z
|
purchase
|
B0DJ854XR5
|
rule
|
2025-04-09T20:53:08.595Z
|
train
| 584 |
2025-04-09T20:53:08.595Z
|
purchase
|
B0DJ854XR5
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90", "quantity": "1"}
],
"promotion_items": [
{"title": "Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker", "asin": "", "price": "$18.45", "quantity": ""},
{"title": "20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate", "asin": "", "price": "$20.97", "quantity": ""},
{"title": "Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces", "asin": "", "price": "$5.79", "quantity": ""},
{"title": "Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size", "asin": "", "price": "$12.95", "quantity": ""},
{"title": "Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan", "asin": "", "price": "$8.76", "quantity": ""},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "", "price": "$9.60", "quantity": ""},
{"title": "Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY", "asin": "", "price": "", "quantity": ""},
{"title": "30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis", "asin": "", "price": "", "quantity": ""},
{"title": "DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift", "asin": "", "price": "", "quantity": ""},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped", "asin": "", "price": "", "quantity": ""},
{"title": "Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea", "asin": "", "price": "", "quantity": ""},
{"title": "KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat NESTL\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams", "asin": "", "quantity": ""},
{"title": "50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)", "asin": "", "price": "", "quantity": ""},
{"title": "UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors", "asin": "", "price": "", "quantity": ""},
{"title": "Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy", "asin": "", "price": "", "quantity": ""},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "", "price": "", "quantity": ""},
{"title": "Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer", "asin": "", "price": "", "quantity": ""},
{"title": "Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)", "asin": "", "price": "", "quantity": ""},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "", "price": "", "quantity": ""},
{"title": "Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box", "asin": "", "price": "", "quantity": ""},
{"title": "Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate", "asin": "", "price": "", "quantity": ""},
{"title": "40 Japanese Candy & snack box and other popular sweets (box)", "asin": "", "price": "", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz", "asin": "", "price": "", "quantity": ""},
{"title": "Shiroi Koibito White Lover White & Black Chocolate 24pcs", "asin": "", "price": "", "quantity": ""},
{"title": "TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks", "asin": "", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "", "price": "$24.97", "quantity": ""},
{"title": "Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]", "asin": "", "price": "$11.05", "quantity": ""},
{"title": "Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors", "asin": "", "price": "$9.00", "quantity": ""},
{"title": "Coke Orange Cream 12oz 12pk", "asin": "", "price": "$6.96", "quantity": ""},
{"title": "PELEG DESIGN \u2013 Gratiator Small Cheese Grater Stainless Steel Sword-Shaped Grating Utensil Lemon Zester Tool with Royal Blue Plastic Handle | Mini Cheese Grater for Parmesan Cheese Ginger Vegetables", "asin": "", "price": "", "quantity": ""},
{"title": "Japanese Candy box Assortment Snacks (50count)", "asin": "", "price": "", "quantity": ""},
{"title": "OSULLOC Premium Green Tea Waffles (2.54oz, 72g) | Korean Matcha Flavored Snacks | Asian Snacks, Premium Tea Food", "asin": "", "price": "", "quantity": ""},
{"title": "Taza Chocolate Organic Mexicano Disc Stone Ground, Variety Pack, 1.35 Ounce (8 Count), Vegan", "asin": "", "price": "", "quantity": ""},
{"title": "The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack", "asin": "", "price": "$12.72", "quantity": ""},
{"title": "Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\" * 8\" (020)", "asin": "", "price": "$8.48", "quantity": ""},
{"title": "OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories", "asin": "", "price": "$9.95", "quantity": ""},
{"title": "Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)", "asin": "", "price": "$14.75", "quantity": ""},
{"title": "YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g", "asin": "", "price": "$18.64", "quantity": ""},
{"title": "International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More", "asin": "", "price": "$39.95", "quantity": ""},
{"title": "Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag", "asin": "", "price": "$14.99", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-09T20:53:08.595Z", // the timestamp when this action occurs
"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>B0DJ854XR5</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B0DJ854XR5</answer_argument>",
"index": 584,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"\"\n}\n ],\n \"cart_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Kit Kat chocolate special Japanese Dagashi Box 20 pieces w/ AKIBA KING Sticker\", \"asin\": \"\", \"price\": \"$18.45\", \"quantity\": \"\"},\n {\"title\": \"20 Japanese Kit Kat 10 flavors double assortment pack Japanese candy chocolate\", \"asin\": \"\", \"price\": \"$20.97\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTLE KitKat Mini Chocolate Milk Tea Flavor, 1 Count (Pack of 7), 0.409 ounces\", \"asin\": \"\", \"price\": \"$5.79\", \"quantity\": \"\"},\n {\"title\": \"Konbini Japan - Mini Chocolate Japanese KitKat 12 Pcs Random - Variety Pack Assortment - Authentic Candy Sweets Wafer Snacks Gift, 12 Small Size\", \"asin\": \"\", \"price\": \"$12.95\", \"quantity\": \"\"},\n {\"title\": \"Japanese KitKat Koi Matcha Nestle Chocolate Dark Green Tea Japan\", \"asin\": \"\", \"price\": \"$8.76\", \"quantity\": \"\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"\", \"price\": \"$9.60\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Adult Sweetness Rich Matcha 11pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Kit Kat 16 pcs TONOSAMA selection, ALL DIFFERENT FLAVORS. by TONOSAMA CANDY\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"30 Japanese Kit Kat & Tirol Variety Pack Assortment (BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japan Crate Japanese KitKat Variety Pack - 50-Piece Chocolate Snack Size Sampler Box with 6 Unique Flavors - Mont Blanc, Orange, Milk Tea, and More, Individually Wrapped Choco Minis\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"DagashiyaBox Japanese Treats Snacks Assortment Box with 70~80 Bars pcs of KitKat 8 bags Sweet Dagashi Box for Kids and Adults Fun Birthday Gift\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Japanese Sakura Mochi Candies, Real Traditional Cherry blossom Rice Cakes, 300g/10.58oz, Japanese Snacks, Japanese Candy, Individually Wrapped\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kukkia Quatre Cookies Flavors of Chocolate, Strawberry, Dark Chocolate, Matcha Green Tea\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"KittKat Ghost Toast Cinnamon Flavored Creme Wafer Full Size - 4 Count Individually Wrapped Halloween Chocolate Candy Bars for Party Favors, Trick-or-Treats & Spooky Snacks - 1.5 oz Bars\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat NESTL\\u00c9 KitKat Mini Chocolate Orange Flavor 7pcs,90 grams\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"50 Japanese Candy & Snack box set 10 Japanese Kitkat assortment and 40 popular Sweets (GIFT BOX)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"UHA mikakuto Puchao Soft Chewy Candy with Gummy Bits, 4 Fruit Soda Flavors with Apple, Watermelon, Grape, and Orange, 3.53 Oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy Box 30 Japanese Snacks Plus 10 Japanese Kit Kat Flavors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Caramel. Eggs Cadbur'y1.2oz pack of 10 Chocolate & Caramel.Candy Eggs - Chocolate Caramel. Easter Candy- Individually Wrapped Easter Candy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Pocky Sticks Japanese Snacks Variety Pack of 3 - Poky Stix Strawberry, Chocolate, Cookies, and Cream Asian Candy by Grateful Grocer\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Honbay Cute Japanese Style Goldfish Drawstring Bag Gift Bag Cosmetic Bag Jewelry Pouch Coin Purse, 22x15cm/8.7x5.9inch (Red)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Sakura Box Japanese Candy & Snacks Dagashi Set & Pamphlet 50 Pieces Japanese Food Gift Box\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Eastanbul International Snack Box, 30 Chocolate Assortment Bars, Turkish Exotic Snacks, Assorted Candy Variety Pack of Foreign Snacks Exotic Candy Box of Assorted Chocolate\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"40 Japanese Candy & snack box and other popular sweets (box)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Dorayaki Japanese Red Bean Pancake, Traditional Japanese Wagashi Sweets, Cute Mini Size, Individually Wrapped, No Coloring, Made in Japan 184g/6.49oz\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Shiroi Koibito White Lover White & Black Chocolate 24pcs\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"TOMOSAN Yuzu Mochi Candy, Traditional Japanese Citrus Sweets with Yuzu Paste, Soft & Chewy (300g / 10.58oz)\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Maxi International Snack Box | Premium Exotic Foreign Snacks | Unique Snack Food Gifts Included | Try Extraordinary Turkish Snacks | Candies from Around the World | 21 Full-Size Snacks\", \"asin\": \"\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"\", \"price\": \"$24.97\", \"quantity\": \"\"},\n {\"title\": \"Kinoko No Yama (Chocolate Snack) - 3.1oz [Pack of 3]\", \"asin\": \"\", \"price\": \"$11.05\", \"quantity\": \"\"},\n {\"title\": \"Pocky Biscuit Stick 5 Flavor Variety Pack (Pack of 5) (Total 7.2 oz) - Classic Flavors\", \"asin\": \"\", \"price\": \"$9.00\", \"quantity\": \"\"},\n {\"title\": \"Coke Orange Cream 12oz 12pk\", \"asin\": \"\", \"price\": \"$6.96\", \"quantity\": \"\"},\n {\"title\": \"PELEG DESIGN \\u2013 Gratiator Small Cheese Grater Stainless Steel Sword-Shaped Grating Utensil Lemon Zester Tool with Royal Blue Plastic Handle | Mini Cheese Grater for Parmesan Cheese Ginger Vegetables\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Japanese Candy box Assortment Snacks (50count)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"OSULLOC Premium Green Tea Waffles (2.54oz, 72g) | Korean Matcha Flavored Snacks | Asian Snacks, Premium Tea Food\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Taza Chocolate Organic Mexicano Disc Stone Ground, Variety Pack, 1.35 Ounce (8 Count), Vegan\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"The Only Bean Crunchy Dry Roasted Edamame Snacks (Sea Salt), Keto Snack Food, High Protein (11g) Healthy Snacks, Low Carb Gluten Free Office Vegan Food 100 Calorie Snack Pack, 0.9oz 10 Pack\", \"asin\": \"\", \"price\": \"$12.72\", \"quantity\": \"\"},\n {\"title\": \"Vintage Kitty Biscuits Metal Sign - Whimsical Cat Decor for Cottage Core and Vintage Kitchens 12\\\" * 8\\\" (020)\", \"asin\": \"\", \"price\": \"$8.48\", \"quantity\": \"\"},\n {\"title\": \"OTOTO New Enchan-Tea Infuser - Gnome Tea Strainer, Mushroom Gifts, Cute Kitchen Accessories, Reusable Loose Leaf Steeper, Tea Accessories\", \"asin\": \"\", \"price\": \"$9.95\", \"quantity\": \"\"},\n {\"title\": \"Umaibo Japanese Corn Puffed Snacks Variety Pack 10 Flavors (20 packages)\", \"asin\": \"\", \"price\": \"$14.75\", \"quantity\": \"\"},\n {\"title\": \"YAMASAN KYOTO UJI Jelly Fruit Mochi, Japanese Traditional Candy, individually wrapped, Artisanal Handworks, Juicy Strawberry, 300g\", \"asin\": \"\", \"price\": \"$18.64\", \"quantity\": \"\"},\n {\"title\": \"International Snack Box, 30 Pcs Premium Foreign Rare Snack Food Gifts with Suprise Item, European Snacks for Adults and Kids for Christmas, Thanksgiving, and More\", \"asin\": \"\", \"price\": \"$39.95\", \"quantity\": \"\"},\n {\"title\": \"Jelly Belly Sunkist Citrus Mix Jelly Beans- 3 Pack -3.5 oz each, Beverage Jelly Beans comes with 1 R.U.S. Candy Company pocket size travel bag\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-09T20:53:08.595Z\", // the timestamp when this action occurs\n\"action\": \"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<|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\": \"2025-04-12T01:05:09.691Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-12T01:05:09.691Z
|
input
|
always ultra thin pads
|
rule
|
2025-04-12T01:05:09.691Z
|
train
| 585 |
2025-04-12T01:05:09.691Z
|
input
|
always ultra thin pads
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a 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"}
<|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": "2025-04-12T01:05:09.691Z", // the timestamp when this action occurs
"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>always ultra thin pads</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>always ultra thin pads</answer_argument>",
"index": 585,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|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\": \"2025-04-12T01:05:09.691Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always ultra thin pads\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Always\\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\\n48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n {\"title\": \"Always\\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always\\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\\n10 Count (Pack of 1)\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Always\\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\\n108 Count\", \"asin\": \"B09TWVDL7W\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Organyc\\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\\n10 Count (Pack of 6)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"quantity\": \"\"},\n {\"title\": \"Rael\\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\\n30 Count (Pack of 1)\", \"asin\": \"B08CMLZLKD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$32.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)\", \"asin\": \"B09FD1B6JD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)\", \"asin\": \"B0D73XC13N\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n {\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count\", \"asin\": \"B0DCGQWW7J\", \"price\": \"$8.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949JRVNQ\", \"price\": \"$15.96\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)\", \"asin\": \"B0CYS3C4P5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n {\"title\": \"100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n {\"title\": \"Ultra Thin Overnight Pads with Wings, Unscented, 76 Count\", \"asin\": \"B00AXSHCL4\", \"price\": \"$23.36\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n {\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$16.26\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count\", \"asin\": \"B00J23FWN6\", \"price\": \"$6.29\", \"delivery\": \" FREE 2-hour delivery on orders over $50 Out of Stock\"},\n {\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n {\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)\", \"asin\": \"B001G7QSGQ\"},\n {\"title\": \"Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)\", \"asin\": \"B07QVSNPWR\", \"price\": \"$12.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n {\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$32.94\", \"delivery\": \"FREE delivery Apr 19 - 21\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way).\"},\n {\"title\": \"Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack\", \"asin\": \"B000GCKB56\"},\n {\"title\": \"Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)\", \"asin\": \"B084S1JLX1\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"},\n {\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:07:28.744Z\", // the timestamp when this action occurs\n\"action\": \"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
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2025-04-12T01:07:28.744Z
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sticky notes
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rule
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2025-04-12T01:07:28.744Z
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train
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:05:09.691Z", "action": "input", "action_argument": "always ultra thin pads"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "always ultra thin pads"
}
],
"promotion_items": [
{"title": "Always\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\n48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\n10 Count (Pack of 1)", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\n108 Count", "asin": "B09TWVDL7W", "price": "$13.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Organyc\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\n10 Count (Pack of 6)", "asin": "B075QCHR9T", "price": "$34.89", "quantity": ""},
{"title": "Rael\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\n30 Count (Pack of 1)", "asin": "B08CMLZLKD", "price": "$15.99", "quantity": ""},
{"title": "Always\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}
],
"search_results": [
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$32.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$29.99", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)", "asin": "B09FD1B6JD", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)", "asin": "B0D73XC13N", "price": "$9.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count", "asin": "B0DCGQWW7J", "price": "$8.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin", "asin": "B0949JRVNQ", "price": "$15.96", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)", "asin": "B0CYS3C4P5", "price": "$10.99", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "$34.89", "delivery": "FREE delivery Wed, Apr 16 for Prime members"},
{"title": "Ultra Thin Overnight Pads with Wings, Unscented, 76 Count", "asin": "B00AXSHCL4", "price": "$23.36", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$16.26", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count", "asin": "B00J23FWN6", "price": "$6.29", "delivery": " FREE 2-hour delivery on orders over $50 Out of Stock"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Tomorrow 5 AM - 7 AM on orders over $50"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon."},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$32.94", "delivery": "FREE delivery Apr 19 - 21"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$18.81", "delivery": " Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Sun, Apr 13"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way)."},
{"title": "Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack", "asin": "B000GCKB56"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 12"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-12T01:07:28.744Z", // the timestamp when this action occurs
"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>sticky notes</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>sticky notes</answer_argument>",
"index": 586,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:05:09.691Z\", \"action\": \"input\", \"action_argument\": \"always ultra thin pads\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always ultra thin pads\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Always\\nUltra Thin Regular Pads with Wings 48 Count (Pack of 1)\\n48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n {\"title\": \"Always\\nUltra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always\\nUltra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\\n10 Count (Pack of 1)\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Always\\nRadiant Daily Multistyle Liners Regular Absorbency Unscented, Up to 100% Odor-Free, 108 Count\\n108 Count\", \"asin\": \"B09TWVDL7W\", \"price\": \"$13.99\", \"quantity\": \"\"},\n {\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Organyc\\n100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\\n10 Count (Pack of 6)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"quantity\": \"\"},\n {\"title\": \"Rael\\nIncontinence Pads for Women, Organic Cotton Cover - Postpartum Essential, Heavy Absorbency, Bladder Leak Control, 4 Layer Core with Leak Guard Technology, Long Length (Moderate, 30 Count)\\n30 Count (Pack of 1)\", \"asin\": \"B08CMLZLKD\", \"price\": \"$15.99\", \"quantity\": \"\"},\n {\"title\": \"Always\\nPocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"}\n ],\n \"search_results\": [\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$32.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 11 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Premium 100% Organic Panty Liners - Chemical Free Cotton Ultra Thin Liner for Women | Feminine Sanitary Napkins Unscented Everyday Use Leak Protection (Regular, 36 Count, Wrapped)\", \"asin\": \"B09FD1B6JD\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"100% Organic Panty Liners for Women-120ct, Ultra Thin Cotton Cover, Regular Pantiliners, Light Absorbency, Unscented Barely There Pantie Liners (Regular Liner, Size 1, 120ct)\", \"asin\": \"B0D73XC13N\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n {\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 12 Count\", \"asin\": \"B0DCGQWW7J\", \"price\": \"$8.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Attn: Grace Moderate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Moderate Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949JRVNQ\", \"price\": \"$15.96\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads with Wings, Regular Cotton Period Pads for Women and Teen, Sanitary Napkins, Unscented, Eliminates Odor, Daily Feminine Care(Regular, 40 Count)\", \"asin\": \"B0CYS3C4P5\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n {\"title\": \"100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\", \"asin\": \"B075QCHR9T\", \"price\": \"$34.89\", \"delivery\": \"FREE delivery Wed, Apr 16 for Prime members\"},\n {\"title\": \"Ultra Thin Overnight Pads with Wings, Unscented, 76 Count\", \"asin\": \"B00AXSHCL4\", \"price\": \"$23.36\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n {\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$16.26\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 2 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads with Wings Unscented, Size 5, 34 Count\", \"asin\": \"B00J23FWN6\", \"price\": \"$6.29\", \"delivery\": \" FREE 2-hour delivery on orders over $50 Out of Stock\"},\n {\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Tomorrow 5 AM - 7 AM on orders over $50\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n {\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 6 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)\", \"asin\": \"B001G7QSGQ\"},\n {\"title\": \"Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)\", \"asin\": \"B07QVSNPWR\", \"price\": \"$12.44\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n {\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$32.94\", \"delivery\": \"FREE delivery Apr 19 - 21\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$18.81\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Sun, Apr 13\"},\n {\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Tue, Apr 15 Only 18 left in stock (more on the way).\"},\n {\"title\": \"Always Thin Ultra Maxi Pads Quilt Long Super Pads - 40 pads/pack\", \"asin\": \"B000GCKB56\"},\n {\"title\": \"Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)\", \"asin\": \"B084S1JLX1\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"},\n {\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 12\"},\n {\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:07:28.744Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B00G8DDCEE\"\n},\n {\n \"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\"\n},\n {\n \"price\": \"$7.97\"\n},\n {\n \"bullet_list\": \"GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Super (Size 3)\"\n},\n {\n \"Unit Count\": \"42\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"LivDry Overnight Protective Underwear XL Size Count: 48\", \"asin\": \"B018W7KUT8\", \"price\": \"$75.99\", \"quantity\": \"\"},\n {\"title\": \"Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949KXBJY\", \"price\": \"$16.97\", \"quantity\": \"\"},\n {\"title\": \"LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack\", \"asin\": \"B073ZNR6FR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...\", \"asin\": \"B0CPPMGL92\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct\", \"asin\": \"B07PM8KFMT\", \"price\": \"$26.97\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)\", \"asin\": \"B008HQ8M6I\", \"price\": \"$7.97\"},\n {\"title\": \"Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\"},\n {\"title\": \"Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B09B7L2BPB\", \"price\": \"$5.42\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:41:02.579Z\", // 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
|
2025-04-12T01:41:02.579Z
|
purchase
|
B00G8DDCEE
|
rule
|
2025-04-12T01:41:02.579Z
|
train
| 587 |
2025-04-12T01:41:02.579Z
|
purchase
|
B00G8DDCEE
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "always+ultra+thin+pads"
}
],
"product_details": [
{
"asin": "B00G8DDCEE"
},
{
"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"
},
{
"price": "$7.97"
},
{
"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Super (Size 3)"
},
{
"Unit Count": "42"
}
],
"promotion_items": [
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "LivDry Overnight Protective Underwear XL Size Count: 48", "asin": "B018W7KUT8", "price": "$75.99", "quantity": ""},
{"title": "Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin", "asin": "B0949KXBJY", "price": "$16.97", "quantity": ""},
{"title": "LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack", "asin": "B073ZNR6FR", "price": "$29.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""}
],
"comparison_items": [
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"},
{"title": "Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)", "asin": "B09B7L2BPB", "price": "$5.42"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-12T01:41:02.579Z", // 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>purchase</answer_action><answer_argument>B00G8DDCEE</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B00G8DDCEE</answer_argument>",
"index": 587,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B00G8DDCEE\"\n},\n {\n \"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\"\n},\n {\n \"price\": \"$7.97\"\n},\n {\n \"bullet_list\": \"GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Super (Size 3)\"\n},\n {\n \"Unit Count\": \"42\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"LivDry Overnight Protective Underwear XL Size Count: 48\", \"asin\": \"B018W7KUT8\", \"price\": \"$75.99\", \"quantity\": \"\"},\n {\"title\": \"Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949KXBJY\", \"price\": \"$16.97\", \"quantity\": \"\"},\n {\"title\": \"LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack\", \"asin\": \"B073ZNR6FR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...\", \"asin\": \"B0CPPMGL92\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct\", \"asin\": \"B07PM8KFMT\", \"price\": \"$26.97\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)\", \"asin\": \"B008HQ8M6I\", \"price\": \"$7.97\"},\n {\"title\": \"Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\"},\n {\"title\": \"Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B09B7L2BPB\", \"price\": \"$5.42\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:41:02.579Z\", // 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<|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 \"cart_items\": [\n {\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n {\"title\": \"Livlit Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"LOLA Organic Cotton Pads, 36 Count - Ultra Thin Pad with Wings, Cotton Organic Pads for Women, HSA FSA Approved Products Feminine Care, Regular\", \"asin\": \"B0DG3L77RZ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Organyc - 100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\", \"asin\": \"B075QCHR9T\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Organyc 100% Certified Organic Cotton Feminine Pads with Wings, Heavy Flow/Absorbency, 10 Count (Pack of 6)\", \"asin\": \"B075QBSMGW\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"EASYDAY Heavy Flow(2-in-1 Period & Light Bladder Leakage Feminine Pads) with Wings, Sensitive Skins, Unscented, Breathable, Ultra Thin Innovative Leak Guard, Individually Wrapped [Patented] (14)\", \"asin\": \"B09V8CPXFM\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Pixie Feminine Wipes - Flushable, Biodegradable, & Ph Balanced - Best Individually Wrapped Packet Wipes for On The Go & Public Bathrooms - Wash, & Cleaner For Your Menstrual Cups & Discs (20 Count)\", \"asin\": \"\", \"price\": \"$13.95\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"\", \"price\": \"$20.94\", \"quantity\": \"\"},\n {\"title\": \"Love Wellness Intimate Skin Support I UTI Prevention and Cleanser Spray I Odor Removal & Itch Relief, Hypochlorous Acid Formula, pH-Balanced & Fragrance-Free, 4 fl oz\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"HJTHJT 500ML Essential Oil Diffuser: Aroma Diffuser with Remote Control for Hotel Spa Yoga Room - Humidifier with 14 Colors LED Night Light for Bedroom Home Relaxation\", \"asin\": \"\", \"price\": \"$26.39\", \"quantity\": \"\"},\n {\"title\": \"U by Kotex Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"\", \"price\": \"$11.47\", \"quantity\": \"\"},\n {\"title\": \"Carefree Panty Liners for Women, Regular, Wrapped, Unscented, 54ct | Pantiliners, Carefree Liners, Daily Liners for Women, Light Periods and Leaks, 8-Hour Odor Control | 54ct (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$3.34\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Menstrual Pads for Women With Flexi-Wings, Long Length, Size 2, Super Absorbency, 32 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$5.07\", \"quantity\": \"\"},\n {\"title\": \"Tampax Pearl Tampons Trio Pack, with LeakGuard Braid, Regular/Super/Super Plus Absorbency, Unscented, 47 Count (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$10.47\", \"quantity\": \"\"},\n {\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"\", \"price\": \"$5.68\", \"quantity\": \"\"},\n {\"title\": \"Always Maxi Pads Size 2 Long Super Absorbency Unscented with Wings, 42 Count (Pack of 2)\", \"asin\": \"\", \"price\": \"$15.94\", \"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\": \"\", \"price\": \"$6.89\", \"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\": \"\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"\", \"price\": \"$4.99\", \"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\": \"\", \"price\": \"$5.99\", \"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\": \"\", \"price\": \"$6.99\", \"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\": \"\", \"price\": \"$4.99\", \"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\": \"\", \"price\": \"$5.68\", \"quantity\": \"\"},\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\": \"\", \"price\": \"$11.30\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 16 Pads 3x3 inches, Self-Sticky Note Pads Multi Colors, School Supplies Office Products, Writing Memo for Holiday Shop, Teacher Appreciation Xmas Gift and Daily Life Organization\", \"asin\": \"\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad\", \"asin\": \"\", \"price\": \"$14.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 6 in., 4 Pads, 45 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"\", \"price\": \"$7.64\", \"quantity\": \"\"},\n {\"title\": \"Post-it 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\": \"\", \"price\": \"$8.39\", \"quantity\": \"\"},\n {\"title\": \"Convenience Kits International Women's Deluxe 10 Piece Kit with Travel Size TSA Compliant Essentials Featuring: Pantene Hair Products in Reusable Toiletry Zippered Bag\", \"asin\": \"\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"baleaf Women's Fleece Lined Leggings Thermal Warm Winter Tights High Waisted Yoga Pants Cold Weather with Pockets\", \"asin\": \"\", \"price\": \"$29.74\", \"quantity\": \"\"},\n {\"title\": \"BLACK+DECKER dustbuster Cordless Handheld Vacuum, Home and Car Vacuum (HHVI315JO42)\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"MRS. MEYER'S CLEAN DAY Liquid Hand Soap Refill, Cruelty Free and Biodegradable Formula, Lavender Scent, 33 Fl Oz (Pack of 1)\", \"asin\": \"\", \"price\": \"$7.54\", \"quantity\": \"\"},\n {\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"Funko POP TV: Brooklyn Nine Nine - Charles Boyle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"\", \"price\": \"$27.41\", \"quantity\": \"\"},\n {\"title\": \"Montana West Tote Bags Vegan Leather Purses and Handbags for Women Top Handle Ladies Shoulder Bags\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Fitvids Hex Dumbbells Rubber Coated Hand Weights Pairs for Exercises and Fitness, Multiple Sizes\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Strathmore 300 Series Charcoal Paper Pad, Top Wire Bound, 9x12 inches, 32 Sheets (64lb/95g) - Artist Paper for Adults and Students - Charcoal and Pastel\", \"asin\": \"\", \"price\": \"$8.04\", \"quantity\": \"\"},\n {\"title\": \"Frito Lay Baked & Popped Mix Variety Pack, (Pack of 40)\", \"asin\": \"\", \"price\": \"$17.48\", \"quantity\": \"\"},\n {\"title\": \"MCS Canvas Float Frames 18x24 Frame, Natural Woodgrain Frame for Finished Canvases, Vertical & Horizontal Wall Hanging Large Frame with Adhesive for Canvas Paintings (1-Pack)\", \"asin\": \"\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"UGREEN Revodok 105 USB C Hub 5 in 1 Multiport Adapter 4K HDMI, 100W Power Delivery, 3 USB-A Data Ports, USB C Dongle for MacBook Pro/Air, iPad Pro, iMac, iPhone 15 Pro/Pro Max, XPS, Thinkpad\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Staedtler Mars Plastic Eraser Refillable Holder, Includes Eraser (52850BK),Blue\", \"asin\": \"\", \"price\": \"$6.70\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:41:15.902Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-12T01:41:15.902Z
|
click
|
quantity
|
rule
|
2025-04-12T01:41:15.902Z
|
train
| 588 |
2025-04-12T01:41:15.902Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a button or clickable element on the Amazon website.
Action Argument: The click_type is one of the buttons or clickable elements including review, product_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"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": ""
}
],
"cart_items": [
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "quantity": "1"}
],
"promotion_items": [
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Livlit Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "LOLA Organic Cotton Pads, 36 Count - Ultra Thin Pad with Wings, Cotton Organic Pads for Women, HSA FSA Approved Products Feminine Care, Regular", "asin": "B0DG3L77RZ", "price": "$23.97", "quantity": ""},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "quantity": ""},
{"title": "Organyc - 100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)", "asin": "B075QCHR9T", "price": "", "quantity": ""},
{"title": "Organyc 100% Certified Organic Cotton Feminine Pads with Wings, Heavy Flow/Absorbency, 10 Count (Pack of 6)", "asin": "B075QBSMGW", "price": "", "quantity": ""},
{"title": "EASYDAY Heavy Flow(2-in-1 Period & Light Bladder Leakage Feminine Pads) with Wings, Sensitive Skins, Unscented, Breathable, Ultra Thin Innovative Leak Guard, Individually Wrapped [Patented] (14)", "asin": "B09V8CPXFM", "price": "", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "", "price": "$8.97", "quantity": ""},
{"title": "Pixie Feminine Wipes - Flushable, Biodegradable, & Ph Balanced - Best Individually Wrapped Packet Wipes for On The Go & Public Bathrooms - Wash, & Cleaner For Your Menstrual Cups & Discs (20 Count)", "asin": "", "price": "$13.95", "quantity": ""},
{"title": "Always Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "", "price": "$20.94", "quantity": ""},
{"title": "Love Wellness Intimate Skin Support I UTI Prevention and Cleanser Spray I Odor Removal & Itch Relief, Hypochlorous Acid Formula, pH-Balanced & Fragrance-Free, 4 fl oz", "asin": "", "price": "$19.86", "quantity": ""},
{"title": "HJTHJT 500ML Essential Oil Diffuser: Aroma Diffuser with Remote Control for Hotel Spa Yoga Room - Humidifier with 14 Colors LED Night Light for Bedroom Home Relaxation", "asin": "", "price": "$26.39", "quantity": ""},
{"title": "U by Kotex Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "", "price": "$11.47", "quantity": ""},
{"title": "Carefree Panty Liners for Women, Regular, Wrapped, Unscented, 54ct | Pantiliners, Carefree Liners, Daily Liners for Women, Light Periods and Leaks, 8-Hour Odor Control | 54ct (Packaging May Vary)", "asin": "", "price": "$3.34", "quantity": ""},
{"title": "Amazon Basics Menstrual Pads for Women With Flexi-Wings, Long Length, Size 2, Super Absorbency, 32 Count (Pack of 1)", "asin": "", "price": "$5.07", "quantity": ""},
{"title": "Tampax Pearl Tampons Trio Pack, with LeakGuard Braid, Regular/Super/Super Plus Absorbency, Unscented, 47 Count (Packaging May Vary)", "asin": "", "price": "$10.47", "quantity": ""},
{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "", "price": "$5.68", "quantity": ""},
{"title": "Always Maxi Pads Size 2 Long Super Absorbency Unscented with Wings, 42 Count (Pack of 2)", "asin": "", "price": "$15.94", "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": "", "price": "$6.89", "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": "", "price": "$6.49", "quantity": ""},
{"title": "(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad", "asin": "", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "", "price": "$4.99", "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": "", "price": "$5.99", "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": "", "price": "$6.99", "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": "", "price": "$4.99", "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": "", "price": "$5.68", "quantity": ""},
{"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": "", "price": "$11.30", "quantity": ""},
{"title": "Sticky Notes 16 Pads 3x3 inches, Self-Sticky Note Pads Multi Colors, School Supplies Office Products, Writing Memo for Holiday Shop, Teacher Appreciation Xmas Gift and Daily Life Organization", "asin": "", "price": "$5.99", "quantity": ""},
{"title": "Post-it Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad", "asin": "", "price": "$14.49", "quantity": ""},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 6 in., 4 Pads, 45 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products", "asin": "", "price": "$7.64", "quantity": ""},
{"title": "Post-it 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": "", "price": "$8.39", "quantity": ""},
{"title": "Convenience Kits International Women's Deluxe 10 Piece Kit with Travel Size TSA Compliant Essentials Featuring: Pantene Hair Products in Reusable Toiletry Zippered Bag", "asin": "", "price": "$11.38", "quantity": ""},
{"title": "baleaf Women's Fleece Lined Leggings Thermal Warm Winter Tights High Waisted Yoga Pants Cold Weather with Pockets", "asin": "", "price": "$29.74", "quantity": ""},
{"title": "BLACK+DECKER dustbuster Cordless Handheld Vacuum, Home and Car Vacuum (HHVI315JO42)", "asin": "", "price": "$39.99", "quantity": ""},
{"title": "MRS. MEYER'S CLEAN DAY Liquid Hand Soap Refill, Cruelty Free and Biodegradable Formula, Lavender Scent, 33 Fl Oz (Pack of 1)", "asin": "", "price": "$7.54", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "", "price": "$54.99", "quantity": ""},
{"title": "Funko POP TV: Brooklyn Nine Nine - Charles Boyle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display", "asin": "", "price": "$5.99", "quantity": ""},
{"title": "Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars", "asin": "", "price": "$27.41", "quantity": ""},
{"title": "Montana West Tote Bags Vegan Leather Purses and Handbags for Women Top Handle Ladies Shoulder Bags", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Fitvids Hex Dumbbells Rubber Coated Hand Weights Pairs for Exercises and Fitness, Multiple Sizes", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Strathmore 300 Series Charcoal Paper Pad, Top Wire Bound, 9x12 inches, 32 Sheets (64lb/95g) - Artist Paper for Adults and Students - Charcoal and Pastel", "asin": "", "price": "$8.04", "quantity": ""},
{"title": "Frito Lay Baked & Popped Mix Variety Pack, (Pack of 40)", "asin": "", "price": "$17.48", "quantity": ""},
{"title": "MCS Canvas Float Frames 18x24 Frame, Natural Woodgrain Frame for Finished Canvases, Vertical & Horizontal Wall Hanging Large Frame with Adhesive for Canvas Paintings (1-Pack)", "asin": "", "price": "$21.59", "quantity": ""},
{"title": "UGREEN Revodok 105 USB C Hub 5 in 1 Multiport Adapter 4K HDMI, 100W Power Delivery, 3 USB-A Data Ports, USB C Dongle for MacBook Pro/Air, iPad Pro, iMac, iPhone 15 Pro/Pro Max, XPS, Thinkpad", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Staedtler Mars Plastic Eraser Refillable Holder, Includes Eraser (52850BK),Blue", "asin": "", "price": "$6.70", "quantity": ""}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-12T01:41:15.902Z", // the timestamp when this action occurs
"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>quantity</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click</answer_action><answer_argument>quantity</answer_argument>",
"index": 588,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|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 \"cart_items\": [\n {\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"quantity\": \"1\"}\n ],\n \"promotion_items\": [\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n {\"title\": \"Livlit Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"LOLA Organic Cotton Pads, 36 Count - Ultra Thin Pad with Wings, Cotton Organic Pads for Women, HSA FSA Approved Products Feminine Care, Regular\", \"asin\": \"B0DG3L77RZ\", \"price\": \"$23.97\", \"quantity\": \"\"},\n {\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"quantity\": \"\"},\n {\"title\": \"Organyc - 100% Certified Organic Cotton Feminine Pads - Sanitary Napkin with Wings for Women, Moderate Flow, Regular Absorbency, 60 Count (6 Pack of 10 Count)\", \"asin\": \"B075QCHR9T\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Organyc 100% Certified Organic Cotton Feminine Pads with Wings, Heavy Flow/Absorbency, 10 Count (Pack of 6)\", \"asin\": \"B075QBSMGW\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"EASYDAY Heavy Flow(2-in-1 Period & Light Bladder Leakage Feminine Pads) with Wings, Sensitive Skins, Unscented, Breathable, Ultra Thin Innovative Leak Guard, Individually Wrapped [Patented] (14)\", \"asin\": \"B09V8CPXFM\", \"price\": \"\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Pixie Feminine Wipes - Flushable, Biodegradable, & Ph Balanced - Best Individually Wrapped Packet Wipes for On The Go & Public Bathrooms - Wash, & Cleaner For Your Menstrual Cups & Discs (20 Count)\", \"asin\": \"\", \"price\": \"$13.95\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"\", \"price\": \"$20.94\", \"quantity\": \"\"},\n {\"title\": \"Love Wellness Intimate Skin Support I UTI Prevention and Cleanser Spray I Odor Removal & Itch Relief, Hypochlorous Acid Formula, pH-Balanced & Fragrance-Free, 4 fl oz\", \"asin\": \"\", \"price\": \"$19.86\", \"quantity\": \"\"},\n {\"title\": \"HJTHJT 500ML Essential Oil Diffuser: Aroma Diffuser with Remote Control for Hotel Spa Yoga Room - Humidifier with 14 Colors LED Night Light for Bedroom Home Relaxation\", \"asin\": \"\", \"price\": \"$26.39\", \"quantity\": \"\"},\n {\"title\": \"U by Kotex Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"\", \"price\": \"$11.47\", \"quantity\": \"\"},\n {\"title\": \"Carefree Panty Liners for Women, Regular, Wrapped, Unscented, 54ct | Pantiliners, Carefree Liners, Daily Liners for Women, Light Periods and Leaks, 8-Hour Odor Control | 54ct (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$3.34\", \"quantity\": \"\"},\n {\"title\": \"Amazon Basics Menstrual Pads for Women With Flexi-Wings, Long Length, Size 2, Super Absorbency, 32 Count (Pack of 1)\", \"asin\": \"\", \"price\": \"$5.07\", \"quantity\": \"\"},\n {\"title\": \"Tampax Pearl Tampons Trio Pack, with LeakGuard Braid, Regular/Super/Super Plus Absorbency, Unscented, 47 Count (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$10.47\", \"quantity\": \"\"},\n {\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"\", \"price\": \"$5.68\", \"quantity\": \"\"},\n {\"title\": \"Always Maxi Pads Size 2 Long Super Absorbency Unscented with Wings, 42 Count (Pack of 2)\", \"asin\": \"\", \"price\": \"$15.94\", \"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\": \"\", \"price\": \"$6.89\", \"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\": \"\", \"price\": \"$6.49\", \"quantity\": \"\"},\n {\"title\": \"(16 Pack) Sticky Notes 3x3, Vintage Colors, Sticky Pads, Recyclable, Self-Stick Pads, Easy to Post for Home, Office, Notebook\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Inches,Bright Colors Self-Stick Pads, Easy to Post for Home, Office, Notebook, 82 Sheets/pad\", \"asin\": \"\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets\", \"asin\": \"\", \"price\": \"$4.99\", \"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\": \"\", \"price\": \"$5.99\", \"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\": \"\", \"price\": \"$6.99\", \"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\": \"\", \"price\": \"$4.99\", \"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\": \"\", \"price\": \"$5.68\", \"quantity\": \"\"},\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\": \"\", \"price\": \"$11.30\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 16 Pads 3x3 inches, Self-Sticky Note Pads Multi Colors, School Supplies Office Products, Writing Memo for Holiday Shop, Teacher Appreciation Xmas Gift and Daily Life Organization\", \"asin\": \"\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Post-it Super Sticky Notes, Limited Edition Color Collection, 3x3 in, 15 Pads/Pack, 45 Sheets/Pad\", \"asin\": \"\", \"price\": \"$14.49\", \"quantity\": \"\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 6 in., 4 Pads, 45 Sheets per Pad, Wanderlust Pastels, School Supplies and Office Products\", \"asin\": \"\", \"price\": \"$7.64\", \"quantity\": \"\"},\n {\"title\": \"Post-it 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\": \"\", \"price\": \"$8.39\", \"quantity\": \"\"},\n {\"title\": \"Convenience Kits International Women's Deluxe 10 Piece Kit with Travel Size TSA Compliant Essentials Featuring: Pantene Hair Products in Reusable Toiletry Zippered Bag\", \"asin\": \"\", \"price\": \"$11.38\", \"quantity\": \"\"},\n {\"title\": \"baleaf Women's Fleece Lined Leggings Thermal Warm Winter Tights High Waisted Yoga Pants Cold Weather with Pockets\", \"asin\": \"\", \"price\": \"$29.74\", \"quantity\": \"\"},\n {\"title\": \"BLACK+DECKER dustbuster Cordless Handheld Vacuum, Home and Car Vacuum (HHVI315JO42)\", \"asin\": \"\", \"price\": \"$39.99\", \"quantity\": \"\"},\n {\"title\": \"MRS. MEYER'S CLEAN DAY Liquid Hand Soap Refill, Cruelty Free and Biodegradable Formula, Lavender Scent, 33 Fl Oz (Pack of 1)\", \"asin\": \"\", \"price\": \"$7.54\", \"quantity\": \"\"},\n {\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"\", \"price\": \"$54.99\", \"quantity\": \"\"},\n {\"title\": \"Funko POP TV: Brooklyn Nine Nine - Charles Boyle - Collectable Vinyl Figure - Gift Idea - Official Merchandise - for Kids & Adults - TV Fans - Model Figure for Collectors and Display\", \"asin\": \"\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Tony's Chocolonely Super Duper Milk Bundle - Belgium Chocolate, No Artificial Flavoring, Fairtrade & B Corp Certified - 6.35 Oz, 6 Bars\", \"asin\": \"\", \"price\": \"$27.41\", \"quantity\": \"\"},\n {\"title\": \"Montana West Tote Bags Vegan Leather Purses and Handbags for Women Top Handle Ladies Shoulder Bags\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n {\"title\": \"Fitvids Hex Dumbbells Rubber Coated Hand Weights Pairs for Exercises and Fitness, Multiple Sizes\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n {\"title\": \"Strathmore 300 Series Charcoal Paper Pad, Top Wire Bound, 9x12 inches, 32 Sheets (64lb/95g) - Artist Paper for Adults and Students - Charcoal and Pastel\", \"asin\": \"\", \"price\": \"$8.04\", \"quantity\": \"\"},\n {\"title\": \"Frito Lay Baked & Popped Mix Variety Pack, (Pack of 40)\", \"asin\": \"\", \"price\": \"$17.48\", \"quantity\": \"\"},\n {\"title\": \"MCS Canvas Float Frames 18x24 Frame, Natural Woodgrain Frame for Finished Canvases, Vertical & Horizontal Wall Hanging Large Frame with Adhesive for Canvas Paintings (1-Pack)\", \"asin\": \"\", \"price\": \"$21.59\", \"quantity\": \"\"},\n {\"title\": \"UGREEN Revodok 105 USB C Hub 5 in 1 Multiport Adapter 4K HDMI, 100W Power Delivery, 3 USB-A Data Ports, USB C Dongle for MacBook Pro/Air, iPad Pro, iMac, iPhone 15 Pro/Pro Max, XPS, Thinkpad\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Staedtler Mars Plastic Eraser Refillable Holder, Includes Eraser (52850BK),Blue\", \"asin\": \"\", \"price\": \"$6.70\", \"quantity\": \"\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:41:15.902Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B00G8DDCEE\"\n},\n {\n \"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\"\n},\n {\n \"price\": \"$7.97\"\n},\n {\n \"bullet_list\": \"GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Size 3\"\n},\n {\n \"Unit Count\": \"42\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"LivDry Overnight Protective Underwear XL Size Count: 48\", \"asin\": \"B018W7KUT8\", \"price\": \"$75.99\", \"quantity\": \"\"},\n {\"title\": \"Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949KXBJY\", \"price\": \"$16.97\", \"quantity\": \"\"},\n {\"title\": \"LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack\", \"asin\": \"B073ZNR6FR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...\", \"asin\": \"B0CPPMGL92\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct\", \"asin\": \"B07PM8KFMT\", \"price\": \"$26.97\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)\", \"asin\": \"B008HQ8M6I\", \"price\": \"$7.97\"},\n {\"title\": \"Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\"},\n {\"title\": \"Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B09B7L2BPB\", \"price\": \"$5.42\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:41:21.981Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-12T01:41:21.981Z
|
click
|
product_option
|
rule
|
2025-04-12T01:41:21.981Z
|
train
| 589 |
2025-04-12T01:41:21.981Z
|
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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T01:41:15.902Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "always+ultra+thin+pads"
}
],
"product_details": [
{
"asin": "B00G8DDCEE"
},
{
"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"
},
{
"price": "$7.97"
},
{
"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Size 3"
},
{
"Unit Count": "42"
}
],
"promotion_items": [
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.07", "quantity": ""},
{"title": "Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "LivDry Overnight Protective Underwear XL Size Count: 48", "asin": "B018W7KUT8", "price": "$75.99", "quantity": ""},
{"title": "Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin", "asin": "B0949KXBJY", "price": "$16.97", "quantity": ""},
{"title": "LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack", "asin": "B073ZNR6FR", "price": "$29.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""}
],
"comparison_items": [
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"},
{"title": "Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)", "asin": "B09B7L2BPB", "price": "$5.42"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-12T01:41:21.981Z", // the timestamp when this action occurs
"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": 589,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T01:41:15.902Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B00G8DDCEE\"\n},\n {\n \"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\"\n},\n {\n \"price\": \"$7.97\"\n},\n {\n \"bullet_list\": \"GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Size 3\"\n},\n {\n \"Unit Count\": \"42\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.07\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"LivDry Overnight Protective Underwear XL Size Count: 48\", \"asin\": \"B018W7KUT8\", \"price\": \"$75.99\", \"quantity\": \"\"},\n {\"title\": \"Attn: Grace Hybrid Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Incontinence Pads for Light Bladder Leaks & Sensitive Skin\", \"asin\": \"B0949KXBJY\", \"price\": \"$16.97\", \"quantity\": \"\"},\n {\"title\": \"LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack\", \"asin\": \"B073ZNR6FR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...\", \"asin\": \"B0CPPMGL92\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct\", \"asin\": \"B07PM8KFMT\", \"price\": \"$26.97\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)\", \"asin\": \"B008HQ8M6I\", \"price\": \"$7.97\"},\n {\"title\": \"Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\"},\n {\"title\": \"Amazon Basics Maxi Pads For Women- Thick, Super Absorbency, Unscented, 48 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B09B7L2BPB\", \"price\": \"$5.42\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:41:21.981Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06XWH939X\"\n},\n {\n \"title\": \"Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)\"\n},\n {\n \"price\": \"$17.79\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Super (Size 3)\"\n},\n {\n \"Unit Count\": \"2.0\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Lightly Scented, 26 Count x 3 Packs (78 Count total) (Packaging May Vary)\", \"asin\": \"B01HODORIQ\", \"price\": \"$25.33\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Super Long Overnight Pads Sanitary Pads, 100% Organic Cotton from Texas, Heavy Abso...\", \"asin\": \"B0CDZNMHNR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Overnight - 100% Organic Texan Cotton Cover with Wings (35...\", \"asin\": \"B0CGRQYNW7\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"LivDry Ultimate XL Adult Incontinence Underwear, Max Absorbent Adult Diapers with Leak Protection, X-Large, 12-Pack\", \"asin\": \"B07FF6PVGJ\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack\", \"asin\": \"B073ZNR6FR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)\", \"asin\": \"B06XWH939X\", \"price\": \"$17.79\"},\n {\"title\": \"Always Pads Ultra Thin Size 5-24 Count (2 Pack)\", \"asin\": \"B01BLSYKU0\", \"price\": \"$26.90\"},\n {\"title\": \"Amazon Basics Ultra Thin Pads with Flexi-Wings for Periods, Extra Long Length, Super Absorbency, Unscented, Size 3, 28 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B093WP1C1H\", \"price\": \"$5.28\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n {\"title\": \"Always Pads Ultra Thin Size 3-28 Count Extra Long Super (3 Pack)\", \"asin\": \"B078XLQB6Y\", \"price\": \"$32.48\"},\n {\"title\": \"Always Pads Size 4 Maxi 26 Count Overnight (Pack of 6)\", \"asin\": \"B079VR4JSR\", \"price\": \"$60.83\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:41:28.560Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-12T01:41:28.560Z
|
click
|
product_option
|
rule
|
2025-04-12T01:41:28.560Z
|
train
| 590 |
2025-04-12T01:41:28.560Z
|
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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "always+ultra+thin+pads"
}
],
"product_details": [
{
"asin": "B06XWH939X"
},
{
"title": "Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)"
},
{
"price": "$17.79"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Super (Size 3)"
},
{
"Unit Count": "2.0"
}
],
"promotion_items": [
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Radiant Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Lightly Scented, 26 Count x 3 Packs (78 Count total) (Packaging May Vary)", "asin": "B01HODORIQ", "price": "$25.33", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Super Long Overnight Pads Sanitary Pads, 100% Organic Cotton from Texas, Heavy Abso...", "asin": "B0CDZNMHNR", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Overnight - 100% Organic Texan Cotton Cover with Wings (35...", "asin": "B0CGRQYNW7", "price": "$23.50", "quantity": ""},
{"title": "LivDry Ultimate XL Adult Incontinence Underwear, Max Absorbent Adult Diapers with Leak Protection, X-Large, 12-Pack", "asin": "B07FF6PVGJ", "price": "$36.99", "quantity": ""},
{"title": "LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack", "asin": "B073ZNR6FR", "price": "$29.99", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""}
],
"comparison_items": [
{"title": "Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)", "asin": "B06XWH939X", "price": "$17.79"},
{"title": "Always Pads Ultra Thin Size 5-24 Count (2 Pack)", "asin": "B01BLSYKU0", "price": "$26.90"},
{"title": "Amazon Basics Ultra Thin Pads with Flexi-Wings for Periods, Extra Long Length, Super Absorbency, Unscented, Size 3, 28 Count, 1 Pack (Previously Solimo)", "asin": "B093WP1C1H", "price": "$5.28"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Pads Ultra Thin Size 3-28 Count Extra Long Super (3 Pack)", "asin": "B078XLQB6Y", "price": "$32.48"},
{"title": "Always Pads Size 4 Maxi 26 Count Overnight (Pack of 6)", "asin": "B079VR4JSR", "price": "$60.83"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-12T01:41:28.560Z", // the timestamp when this action occurs
"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": 590,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B06XWH939X\"\n},\n {\n \"title\": \"Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)\"\n},\n {\n \"price\": \"$17.79\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Super (Size 3)\"\n},\n {\n \"Unit Count\": \"2.0\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Lightly Scented, 26 Count x 3 Packs (78 Count total) (Packaging May Vary)\", \"asin\": \"B01HODORIQ\", \"price\": \"$25.33\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Super Long Overnight Pads Sanitary Pads, 100% Organic Cotton from Texas, Heavy Abso...\", \"asin\": \"B0CDZNMHNR\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Overnight - 100% Organic Texan Cotton Cover with Wings (35...\", \"asin\": \"B0CGRQYNW7\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"LivDry Ultimate XL Adult Incontinence Underwear, Max Absorbent Adult Diapers with Leak Protection, X-Large, 12-Pack\", \"asin\": \"B07FF6PVGJ\", \"price\": \"$36.99\", \"quantity\": \"\"},\n {\"title\": \"LivDry Adult Incontinence Underwear, Extra Absorbency Adult Diapers, Leak Protection, Medium, 19-Pack\", \"asin\": \"B073ZNR6FR\", \"price\": \"$29.99\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Always Pads Ultra Thin Size 3-28 Count Extra Long Super (2 Pack)\", \"asin\": \"B06XWH939X\", \"price\": \"$17.79\"},\n {\"title\": \"Always Pads Ultra Thin Size 5-24 Count (2 Pack)\", \"asin\": \"B01BLSYKU0\", \"price\": \"$26.90\"},\n {\"title\": \"Amazon Basics Ultra Thin Pads with Flexi-Wings for Periods, Extra Long Length, Super Absorbency, Unscented, Size 3, 28 Count, 1 Pack (Previously Solimo)\", \"asin\": \"B093WP1C1H\", \"price\": \"$5.28\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n {\"title\": \"Always Pads Ultra Thin Size 3-28 Count Extra Long Super (3 Pack)\", \"asin\": \"B078XLQB6Y\", \"price\": \"$32.48\"},\n {\"title\": \"Always Pads Size 4 Maxi 26 Count Overnight (Pack of 6)\", \"asin\": \"B079VR4JSR\", \"price\": \"$60.83\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T01:41:28.560Z\", // the timestamp when this action occurs\n\"action\": \"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<|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\": \"always+ultra+thin+pads\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)\", \"asin\": \"B0752HQ2WC\", \"price\": \"$27.59\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\\n56 Count (Pack of 1)\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\\n10 Count (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n {\"title\": \"Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\\n18 Count (Pack of 1)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count\",\n \"asin\": \"B0DCGPN7G8\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon.\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$26.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$30.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\", \"price\": \"$12.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)\", \"asin\": \"B0CFG8VD9W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Cardinal Health\\u2122 Quilted Premium Underpads, Wings\\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30\", \"asin\": \"B0CZSC8RTP\", \"price\": \"$83.71\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n {\"title\": \"Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count\", \"asin\": \"B0DK7VD3P5\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \"\"},\n {\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary\", \"asin\": \"B01KOFCNP0\", \"price\": \"$26.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)\", \"asin\": \"B0BJP8BQ13\", \"price\": \"$16.15\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads\", \"asin\": \"B0CW7HF47W\", \"price\": \"$26.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$15.81\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)\", \"asin\": \"B07BLKNZZ2\", \"price\": \"$38.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)\", \"asin\": \"B0CW7KCV4Q\", \"price\": \"$26.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)\", \"asin\": \"B09L36MTMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Apr 19 - 24 for Prime members\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n {\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count\", \"asin\": \"B07148TC86\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n {\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way).\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n {\"title\": \"Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)\", \"asin\": \"B0029NYPUC\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Apr 23 - 27 for Prime members\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)\", \"asin\": \"B000R91BX4\"},\n {\"title\": \"Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count\", \"asin\": \"B0BLGMG6X2\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$16.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT\", \"asin\": \"B0BSR94ZQ5\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:22:30.466Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-12T17:22:30.466Z
|
click_product
|
B00G8DDCEE
|
rule
|
2025-04-12T17:22:30.466Z
|
train
| 591 |
2025-04-12T17:22:30.466Z
|
click_product
|
B00G8DDCEE
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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"}
<|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": "always+ultra+thin+pads"
}
],
"promotion_items": [
{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)", "asin": "B0752HQ2WC", "price": "$27.59", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\n56 Count (Pack of 1)", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\n10 Count (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\n18 Count (Pack of 1)", "asin": "B0BL5T4QF2", "price": "$10.98", "quantity": ""}
],
"ads": [
{
"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count",
"asin": "B0DCGPN7G8"
}
],
"search_results": [
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$26.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$30.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI", "price": "$12.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)", "asin": "B0CFG8VD9W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Cardinal Health\u2122 Quilted Premium Underpads, Wings\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30", "asin": "B0CZSC8RTP", "price": "$83.71", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count", "asin": "B0DK7VD3P5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": ""},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary", "asin": "B01KOFCNP0", "price": "$26.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)", "asin": "B0BJP8BQ13", "price": "$16.15", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads", "asin": "B0CW7HF47W", "price": "$26.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$15.81", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)", "asin": "B07BLKNZZ2", "price": "$38.40", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)", "asin": "B0CW7KCV4Q", "price": "$26.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)", "asin": "B09L36MTMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$31.18", "delivery": "FREE delivery Apr 19 - 24 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count", "asin": "B07148TC86"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way)."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)", "asin": "B0029NYPUC", "price": "$24.98", "delivery": "FREE delivery Apr 23 - 27 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)", "asin": "B000R91BX4"},
{"title": "Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count", "asin": "B0BLGMG6X2", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$16.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT", "asin": "B0BSR94ZQ5", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-12T17:22:30.466Z", // the timestamp when this action occurs
"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>B00G8DDCEE</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B00G8DDCEE</answer_argument>",
"index": 591,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|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\": \"always+ultra+thin+pads\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)\", \"asin\": \"B0752HQ2WC\", \"price\": \"$27.59\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\\n56 Count (Pack of 1)\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\\n10 Count (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n {\"title\": \"Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\\n18 Count (Pack of 1)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count\",\n \"asin\": \"B0DCGPN7G8\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon.\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$26.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$30.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\", \"price\": \"$12.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)\", \"asin\": \"B0CFG8VD9W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Cardinal Health\\u2122 Quilted Premium Underpads, Wings\\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30\", \"asin\": \"B0CZSC8RTP\", \"price\": \"$83.71\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n {\"title\": \"Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count\", \"asin\": \"B0DK7VD3P5\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \"\"},\n {\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary\", \"asin\": \"B01KOFCNP0\", \"price\": \"$26.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)\", \"asin\": \"B0BJP8BQ13\", \"price\": \"$16.15\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads\", \"asin\": \"B0CW7HF47W\", \"price\": \"$26.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$15.81\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)\", \"asin\": \"B07BLKNZZ2\", \"price\": \"$38.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)\", \"asin\": \"B0CW7KCV4Q\", \"price\": \"$26.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)\", \"asin\": \"B09L36MTMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Apr 19 - 24 for Prime members\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n {\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count\", \"asin\": \"B07148TC86\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n {\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way).\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n {\"title\": \"Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)\", \"asin\": \"B0029NYPUC\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Apr 23 - 27 for Prime members\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)\", \"asin\": \"B000R91BX4\"},\n {\"title\": \"Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count\", \"asin\": \"B0BLGMG6X2\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$16.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT\", \"asin\": \"B0BSR94ZQ5\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:22:30.466Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)\", \"asin\": \"B0752HQ2WC\", \"price\": \"$27.59\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\\n56 Count (Pack of 1)\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\\n10 Count (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n {\"title\": \"Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\\n18 Count (Pack of 1)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count\",\n \"asin\": \"B0DCGPN7G8\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon.\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$26.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$30.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\", \"price\": \"$12.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)\", \"asin\": \"B0CFG8VD9W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Cardinal Health\\u2122 Quilted Premium Underpads, Wings\\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30\", \"asin\": \"B0CZSC8RTP\", \"price\": \"$83.71\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n {\"title\": \"Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count\", \"asin\": \"B0DK7VD3P5\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \"\"},\n {\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary\", \"asin\": \"B01KOFCNP0\", \"price\": \"$26.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)\", \"asin\": \"B0BJP8BQ13\", \"price\": \"$16.15\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads\", \"asin\": \"B0CW7HF47W\", \"price\": \"$26.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$15.81\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)\", \"asin\": \"B07BLKNZZ2\", \"price\": \"$38.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)\", \"asin\": \"B0CW7KCV4Q\", \"price\": \"$26.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)\", \"asin\": \"B09L36MTMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Apr 19 - 24 for Prime members\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n {\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count\", \"asin\": \"B07148TC86\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n {\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way).\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n {\"title\": \"Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)\", \"asin\": \"B0029NYPUC\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Apr 23 - 27 for Prime members\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)\", \"asin\": \"B000R91BX4\"},\n {\"title\": \"Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count\", \"asin\": \"B0BLGMG6X2\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$16.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT\", \"asin\": \"B0BSR94ZQ5\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:23:48.839Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-12T17:23:48.839Z
|
input
|
always+ultra+thin+pads regular
|
rule
|
2025-04-12T17:23:48.839Z
|
train
| 592 |
2025-04-12T17:23:48.839Z
|
input
|
always+ultra+thin+pads regular
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T17:22:30.466Z", "action": "click_product", "action_argument": "B00G8DDCEE"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "always+ultra+thin+pads"
}
],
"promotion_items": [
{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)", "asin": "B0752HQ2WC", "price": "$27.59", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\n56 Count (Pack of 1)", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\n10 Count (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\n18 Count (Pack of 1)", "asin": "B0BL5T4QF2", "price": "$10.98", "quantity": ""}
],
"ads": [
{
"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count",
"asin": "B0DCGPN7G8"
}
],
"search_results": [
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)", "asin": "B01IZ5EHJG", "price": "$18.39", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$26.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pads Ultra Thin Size 5-24 Count (3 Pack)", "asin": "B01IAIN0RI", "price": "$30.12", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count", "asin": "B00I5H5XV6", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)", "asin": "B003VD5TMM", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI", "price": "$12.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)", "asin": "B0CFG8VD9W", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Cardinal Health\u2122 Quilted Premium Underpads, Wings\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30", "asin": "B0CZSC8RTP", "price": "$83.71", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count", "asin": "B0DK7VD3P5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Long Super Pads with Wings, Unscented, 88 Count", "asin": "B003UZSHPM", "price": "$24.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)", "asin": "B0BPLPWGCL", "price": "$20.94", "delivery": ""},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary", "asin": "B01KOFCNP0", "price": "$26.49", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)", "asin": "B0BJP8BQ13", "price": "$16.15", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads", "asin": "B0CW7HF47W", "price": "$26.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Pads Slender Flexi-Wings 36 Each", "asin": "B0012ROL0K", "price": "$14.99", "delivery": "$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon."},
{"title": "Ultra Thin Long Super Pads, 20 Count, (Pack of 2)", "asin": "B074JCBQWB", "price": "$15.81", "delivery": "FREE delivery Apr 16 - 18"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count", "asin": "B08HFNQWQP", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count", "asin": "B07QNZDWHN", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)", "asin": "B07BLKNZZ2", "price": "$38.40", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)", "asin": "B0CW7KCV4Q", "price": "$26.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)", "asin": "B09L36MTMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.", "asin": "B08RDPL244", "price": "$26.00", "delivery": "FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon."},
{"title": "Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)", "asin": "B01M1BLRC1", "price": "$10.47", "delivery": " Two-Day FREE delivery Mon, Apr 14"},
{"title": "Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count", "asin": "B01NH7J7QO", "price": "$7.09", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$31.18", "delivery": "FREE delivery Apr 19 - 24 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)", "asin": "B06XRW75WZ"},
{"title": "Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count", "asin": "B07148TC86"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count", "asin": "B01MU2JNYC"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)", "asin": "B00KXUW2FS", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way)."},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)", "asin": "B0029NYPUC", "price": "$24.98", "delivery": "FREE delivery Apr 23 - 27 for Prime members"},
{"title": "Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)", "asin": "B000R91BX4"},
{"title": "Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count", "asin": "B0BLGMG6X2", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count", "asin": "B002OTUZ7S", "price": "$16.76", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT", "asin": "B0BSR94ZQ5", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count", "asin": "B0014CV0JI"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-12T17:23:48.839Z", // the timestamp when this action occurs
"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>always+ultra+thin+pads regular</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>input</answer_action><answer_argument>always+ultra+thin+pads regular</answer_argument>",
"index": 592,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T17:22:30.466Z\", \"action\": \"click_product\", \"action_argument\": \"B00G8DDCEE\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)\", \"asin\": \"B0752HQ2WC\", \"price\": \"$27.59\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, 56 Counts)\\n56 Count (Pack of 1)\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\\n10 Count (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n {\"title\": \"Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\\n18 Count (Pack of 1)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count\",\n \"asin\": \"B0DCGPN7G8\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon.\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Ultra Thin Overnight Pads with Flexi-Wings, Size 4, Overnight, Unscented, 78 Count Total (3 Packs of 26)\", \"asin\": \"B01IZ5EHJG\", \"price\": \"$18.39\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$26.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Pads Ultra Thin Size 5-24 Count (3 Pack)\", \"asin\": \"B01IAIN0RI\", \"price\": \"$30.12\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 3 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 5 Extra Heavy Overnight Absorbency, With Wings, Unscented, 24 Count\", \"asin\": \"B00I5H5XV6\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Thin Daily Panty Liners for Women, Light Absorbency, Unscented, 162 Count (Packaging May Vary)\", \"asin\": \"B003VD5TMM\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\", \"price\": \"$12.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Regular Size Ultra Thin Sanitary Pads, 100% Organic Cotton from Texas, Powerful Leak Protection, Unscented, Chlorine Free and Absorbency of Feminine Periods, Pads for Women (14 Count)\", \"asin\": \"B0CFG8VD9W\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Cardinal Health\\u2122 Quilted Premium Underpads, Wings\\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30\", \"asin\": \"B0CZSC8RTP\", \"price\": \"$83.71\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n {\"title\": \"Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count\", \"asin\": \"B0DK7VD3P5\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Long Super Pads with Wings, Unscented, 88 Count\", \"asin\": \"B003UZSHPM\", \"price\": \"$24.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, 58 Count (Pack of 2)\", \"asin\": \"B0BPLPWGCL\", \"price\": \"$20.94\", \"delivery\": \"\"},\n {\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Incontinence Guards/Incontinence Pads for Men/Bladder Control Pads, Maximum Absorbency, 104 Count (2 Packs of 52), Packaging May Vary\", \"asin\": \"B01KOFCNP0\", \"price\": \"$26.49\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)\", \"asin\": \"B0BJP8BQ13\", \"price\": \"$16.15\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Regular With Wings, 112ct (4 Packs of 28ct) | Feminine Care, Period & Postpartum Pads\", \"asin\": \"B0CW7HF47W\", \"price\": \"$26.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Pads Slender Flexi-Wings 36 Each\", \"asin\": \"B0012ROL0K\", \"price\": \"$14.99\", \"delivery\": \"$4.79 delivery Apr 21 - 22 Or fastest delivery Apr 16 - 21 Only 4 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Long Super Pads, 20 Count, (Pack of 2)\", \"asin\": \"B074JCBQWB\", \"price\": \"$15.81\", \"delivery\": \"FREE delivery Apr 16 - 18\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight, with wings, unscented, 38 Count\", \"asin\": \"B08HFNQWQP\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 5 Extra Heavy Overnight, with Wings, unscented, 30 Count\", \"asin\": \"B07QNZDWHN\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Plus | Long Length Incontinence Bladder Control Pads | Ultimate Absorbency | 90 Count (2 packs or 45)\", \"asin\": \"B07BLKNZZ2\", \"price\": \"$38.40\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Pads for Women, Overnight Pads With Wings, 120ct (3 Packs of 40ct) | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 120ct (3 Packs of 40ct)\", \"asin\": \"B0CW7KCV4Q\", \"price\": \"$26.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)\", \"asin\": \"B09L36MTMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Always Ultra Thin Size 4 Overnight Pads with Wings Unscented 80 Ct.\", \"asin\": \"B08RDPL244\", \"price\": \"$26.00\", \"delivery\": \"FREE delivery Mon, Apr 21 Or fastest delivery Apr 15 - 16 Only 1 left in stock - order soon.\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 5, Extra Heavy Overnight Absorbency, Unscented, 36 Count (Packaging May Vary)\", \"asin\": \"B01M1BLRC1\", \"price\": \"$10.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 14\"},\n {\"title\": \"Ultra Thin Size 3 Extra Long Super Pads with Wings Unscented, 28 Count\", \"asin\": \"B01NH7J7QO\", \"price\": \"$7.09\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Apr 19 - 24 for Prime members\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 5, Extra Heavy, Overnight Absorbency with Wings, 46 Count x 2 Packs (92 Count Total)\", \"asin\": \"B06XRW75WZ\"},\n {\"title\": \"Ultra Thin Size 5 Extra Heavy Overnight Pads With Wings Unscented, 46 Count\", \"asin\": \"B07148TC86\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n {\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Long Super Absorbency, With Wings, Unscented, 38 Count\", \"asin\": \"B01MU2JNYC\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Long Length, Postpartum Pads, Up to 100% Bladder Leak Protection, 54 Count (Packaging May Vary)\", \"asin\": \"B00KXUW2FS\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way).\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n {\"title\": \"Daytime Pad, OLD PRODUCT, 36 Count (Pack of 2)\", \"asin\": \"B0029NYPUC\", \"price\": \"$24.98\", \"delivery\": \"FREE delivery Apr 23 - 27 for Prime members\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)\", \"asin\": \"B000R91BX4\"},\n {\"title\": \"Balance Pads with Wings, Ultra Thin, Overnight, Extra Heavy Absorbency, 30 Count\", \"asin\": \"B0BLGMG6X2\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Size 4 Overnight Pads With Wings Scented, 24 Count\", \"asin\": \"B002OTUZ7S\", \"price\": \"$16.76\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT\", \"asin\": \"B0BSR94ZQ5\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 32 Count\", \"asin\": \"B0014CV0JI\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:23:48.839Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads regular\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)\", \"asin\": \"B0752HQ2WC\", \"price\": \"$27.59\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\\n10 Count (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\\n18 Count (Pack of 1)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count\",\n \"asin\": \"B0DCGPN7G8\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\", \"price\": \"$12.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)\", \"asin\": \"B0BLGFR9H8\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n {\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Overnight Pads, Size 4, Overnight, Unscented, 50 Count x 3 Packs (150 Count total) (Packaging May Vary)\", \"asin\": \"B01IZ5EMBO\", \"price\": \"$31.41\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Apr 19 - 24 for Prime members\"},\n {\"title\": \"Maxi Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 48 Count (Pack of 2)\", \"asin\": \"B0D14XW65S\", \"price\": \"$12.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$26.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count\", \"asin\": \"B0DK7VD3P5\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings, Unscented - 36 Count\", \"asin\": \"B000QB4WJS\", \"price\": \"$16.20\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 14 left in stock - order soon.\"},\n {\"title\": \"Always Pads, Ultra Thin, Without Wings, Regular 22 Pads\", \"asin\": \"B0052RF17S\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 21 - 25 for Prime members\"},\n {\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Cardinal Health\\u2122 Quilted Premium Underpads, Wings\\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30\", \"asin\": \"B0CZSC8RTP\", \"price\": \"$83.71\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n {\"title\": \"Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)\", \"asin\": \"B0BJP8BQ13\", \"price\": \"$16.15\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)\", \"asin\": \"B09L36MTMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Sensitive Ultra Normal Plus Pads with Wings 10pcs\", \"asin\": \"B01N762O0B\", \"price\": \"$8.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Pads Ultra Thin Size 1-36 Count Regular (6 Pack)\", \"asin\": \"B00CBOWCMW\", \"price\": \"$56.30\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16\"},\n {\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Regular Length, Postpartum Pads, 108 CT (Packaging May Vary)\", \"asin\": \"B0CSTDG98Z\", \"price\": \"$22.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon.\"},\n {\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Regular Absorbency Pads for Women, Ultra Thin with Flexi-Wings, Unscented, Size 1, 144 Count, (4 Packs of 36) (Previously Solimo)\", \"asin\": \"B09B7P213M\", \"price\": \"$15.05\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT\", \"asin\": \"B0BSR94ZQ5\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 3 Drop Light Absorbency, Regular Length, 132 Count, Packaging May Vary\", \"asin\": \"B09PFDZTPS\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)\", \"asin\": \"B07QVSNPWR\", \"price\": \"$12.44\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way).\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Multipack, with Wings, Unscented, 36 Count x 2 Packs (72 Count Total)\", \"asin\": \"B0029NYSG8\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 1 Regular Absorbency, With Wings, Unscented, 36 Count\", \"asin\": \"B0014CV0LQ\"},\n {\"title\": \"Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Ultra Thin Incontinence Pads & Postpartum Pads for Bladder Leaks, 4 Drop Moderate Absorbency, Regular Length, 48 Count Pack of 3 (total 144 Count), Packaging May Vary\", \"asin\": \"B083M2RKFR\", \"price\": \"$35.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Maxi Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 60 Count\", \"asin\": \"B0081PGTVK\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)\", \"asin\": \"B000R91BX4\"},\n {\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)\", \"asin\": \"B084S1JLX1\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)\", \"asin\": \"B001G7QSGQ\"},\n {\"title\": \"Ultra Thin Daytime Regular Pads with Wings - Size 2, Unscented, 20 ct\", \"asin\": \"B09TTS1VQ9\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Regular Pads With Wings, 28ct | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 28ct (Pack of 1)\", \"asin\": \"B0CTRTYKV5\", \"price\": \"$6.68\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings, Unscented, 96 Count\", \"asin\": \"B00AY0K7YA\"},\n {\"title\": \"Adult Incontinence Pads for Women, Light Absorbency, Regular Length, Postpartum Pads, 30 Count x 3 Packs (90 Count Total) (Packaging May Vary)\", \"asin\": \"B07SW13PX4\", \"price\": \"$18.87\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:24:29.365Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-12T17:24:29.365Z
|
click_product
|
B00G8DDCEE
|
rule
|
2025-04-12T17:24:29.365Z
|
train
| 593 |
2025-04-12T17:24:29.365Z
|
click_product
|
B00G8DDCEE
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "always+ultra+thin+pads regular"
}
],
"promotion_items": [
{"title": "Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\n14 Count", "asin": "B06XKB611F", "price": "$7.22", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)", "asin": "B0752HQ2WC", "price": "$27.59", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "quantity": ""},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\n64 Count (Pack of 1)", "asin": "B0CGRFD22M", "price": "$23.50", "quantity": ""},
{"title": "INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\n10 Count (Pack of 1)", "asin": "B0BMLHK3V4", "price": "$8.99", "quantity": ""},
{"title": "Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\n18 Count (Pack of 1)", "asin": "B0BL5T4QF2", "price": "$10.98", "quantity": ""}
],
"ads": [
{
"title": "Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count",
"asin": "B0DCGPN7G8"
}
],
"search_results": [
{"title": "Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)", "asin": "B07NLXKYWN", "price": "$25.23", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT", "asin": "B01IQXXUFO", "price": "$23.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)", "asin": "B01IZ5EYJO", "price": "$21.87", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct", "asin": "B000QV76CI", "price": "$12.62", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon."},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count", "asin": "B0CP8NB26H", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)", "asin": "B0BLGFR9H8", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "delivery": "FREE delivery Apr 16 - 17"},
{"title": "Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)", "asin": "B001DWNTBG", "price": "$6.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Overnight Pads, Size 4, Overnight, Unscented, 50 Count x 3 Packs (150 Count total) (Packaging May Vary)", "asin": "B01IZ5EMBO", "price": "$31.41", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)", "asin": "B078YF278Y", "price": "$31.18", "delivery": "FREE delivery Apr 19 - 24 for Prime members"},
{"title": "Maxi Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 48 Count (Pack of 2)", "asin": "B0D14XW65S", "price": "$12.54", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)", "asin": "B00XQEOTMC", "price": "$26.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)", "asin": "B08ZJN632Z", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count", "asin": "B0DK7VD3P5", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)", "asin": "B0CGRFD22M", "price": "$23.50", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings, Unscented - 36 Count", "asin": "B000QB4WJS", "price": "$16.20", "delivery": "FREE delivery Fri, Apr 18 Only 14 left in stock - order soon."},
{"title": "Always Pads, Ultra Thin, Without Wings, Regular 22 Pads", "asin": "B0052RF17S", "price": "$14.99", "delivery": "FREE delivery Apr 21 - 25 for Prime members"},
{"title": "Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)", "asin": "B0029NYQME", "price": "$33.00", "delivery": "FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon."},
{"title": "Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary", "asin": "B0094DJSKM", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Cardinal Health\u2122 Quilted Premium Underpads, Wings\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30", "asin": "B0CZSC8RTP", "price": "$83.71", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)", "asin": "B0BJP8BQ13", "price": "$16.15", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)", "asin": "B09L36MTMX", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Sensitive Ultra Normal Plus Pads with Wings 10pcs", "asin": "B01N762O0B", "price": "$8.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Pads Ultra Thin Size 1-36 Count Regular (6 Pack)", "asin": "B00CBOWCMW", "price": "$56.30", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16"},
{"title": "Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)", "asin": "B01IULATV0", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Adult Incontinence Pads for Women, Moderate Absorbency, Regular Length, Postpartum Pads, 108 CT (Packaging May Vary)", "asin": "B0CSTDG98Z", "price": "$22.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon."},
{"title": "100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)", "asin": "B0D73WGRCV", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)", "asin": "B0BL5T4QF2", "price": "$10.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)", "asin": "B01MU1465C", "price": "$16.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)", "asin": "B0DR35MCS9", "price": "$26.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)", "asin": "B07PPCRLHD", "price": "$23.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Regular Absorbency Pads for Women, Ultra Thin with Flexi-Wings, Unscented, Size 1, 144 Count, (4 Packs of 36) (Previously Solimo)", "asin": "B09B7P213M", "price": "$15.05", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT", "asin": "B0BSR94ZQ5", "price": "$11.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 3 Drop Light Absorbency, Regular Length, 132 Count, Packaging May Vary", "asin": "B09PFDZTPS", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)", "asin": "B07QVSNPWR", "price": "$12.44", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count", "asin": "B01IZ5FMEU", "price": "$12.39", "delivery": "FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way)."},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count", "asin": "B00MTT1UI6"},
{"title": "Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Multipack, with Wings, Unscented, 36 Count x 2 Packs (72 Count Total)", "asin": "B0029NYSG8"},
{"title": "Ultra Thin Feminine Pads For Women, Size 1 Regular Absorbency, With Wings, Unscented, 36 Count", "asin": "B0014CV0LQ"},
{"title": "Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)", "asin": "B01HODORZ4", "price": "$26.91", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Ultra Thin Incontinence Pads & Postpartum Pads for Bladder Leaks, 4 Drop Moderate Absorbency, Regular Length, 48 Count Pack of 3 (total 144 Count), Packaging May Vary", "asin": "B083M2RKFR", "price": "$35.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Maxi Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 60 Count", "asin": "B0081PGTVK", "price": "$10.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)", "asin": "B000R91BX4"},
{"title": "Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count", "asin": "B01KL1DOTG", "price": "$6.29", "delivery": " FREE delivery Today 5 PM - 7 PM on orders over $50"},
{"title": "Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct", "asin": "B00J7L59K4", "price": "$11.47", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)", "asin": "B084S1JLX1", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)", "asin": "B001G7QSGQ"},
{"title": "Ultra Thin Daytime Regular Pads with Wings - Size 2, Unscented, 20 ct", "asin": "B09TTS1VQ9"},
{"title": "Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)", "asin": "B00G8DDC44", "price": "$7.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 13"},
{"title": "Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads for Women, Regular Pads With Wings, 28ct | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 28ct (Pack of 1)", "asin": "B0CTRTYKV5", "price": "$6.68", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ultra Thin Regular Pads with Wings, Unscented, 96 Count", "asin": "B00AY0K7YA"},
{"title": "Adult Incontinence Pads for Women, Light Absorbency, Regular Length, Postpartum Pads, 30 Count x 3 Packs (90 Count Total) (Packaging May Vary)", "asin": "B07SW13PX4", "price": "$18.87", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)", "asin": "B006R6U9SY", "price": "$7.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-12T17:24:29.365Z", // the timestamp when this action occurs
"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>B00G8DDCEE</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>click_product</answer_action><answer_argument>B00G8DDCEE</answer_argument>",
"index": 593,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads regular\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Veeda Ultra-Thin Absorbent Day Pads with 100% Natural Cotton Top Sheet are Always Chlorine and Fragrance Free, Hypoallergenic, Sanitary Napkins, 14 Count\\n14 Count\", \"asin\": \"B06XKB611F\", \"price\": \"$7.22\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pads Size 3 Infinity With Flex Foam (14 Count) Extra Heavy Flow (Pack of 3)\", \"asin\": \"B0752HQ2WC\", \"price\": \"$27.59\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"quantity\": \"\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\\n64 Count (Pack of 1)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"INERTIA Organic Pads with Wings for Women Heavy Absorbency (10 Count) - The Most Organic Pads with The Best Absorbency, NO Petroleum-Based microplastic, Chlorine, or Fragrance. (Pack of 1)\\n10 Count (Pack of 1)\", \"asin\": \"B0BMLHK3V4\", \"price\": \"$8.99\", \"quantity\": \"\"},\n {\"title\": \"Frida Mom Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\\n18 Count (Pack of 1)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"quantity\": \"\"}\n ],\n \"ads\": [\n {\n \"title\": \"Pixie Organic Cotton Pads for Women - Ultra Thin with Wings, Leak-Proof & Moisture-Wicking - Compostable, Unscented Menstrual Pads - Regular Absorbency - 48 Count\",\n \"asin\": \"B0DCGPN7G8\"\n}\n ],\n \"search_results\": [\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 5, Extra Heavy Overnight Absorbency, Unscented, 66 Count (Packaging May Vary)\", \"asin\": \"B07NLXKYWN\", \"price\": \"$25.23\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Radiant Overnight Feminine Pads for Women, Size 4 for Nighttime, with Wings, Scented, 60 CT\", \"asin\": \"B01IQXXUFO\", \"price\": \"$23.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count x 3 Packs (132 Count total)\", \"asin\": \"B01IZ5EYJO\", \"price\": \"$21.87\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"ULT Thin Reg 44ct Size 44ct Always Ultra Thin Regular Pad 44ct\", \"asin\": \"B000QV76CI\", \"price\": \"$12.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 2 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 1, Regular, with Wings, Unscented, 22 Count\", \"asin\": \"B0CP8NB26H\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Balance Ultra Thin Pads with Wings, Regular Absorbency, 50 Count (Packaging May Vary)\", \"asin\": \"B0BLGFR9H8\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 16 - 17\"},\n {\"title\": \"Maxi Feminine Pads Without Wings for Women, Size 1, Regular Absorbency, Unscented 48 Count (Packaging May Vary)\", \"asin\": \"B001DWNTBG\", \"price\": \"$6.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Overnight Pads, Size 4, Overnight, Unscented, 50 Count x 3 Packs (150 Count total) (Packaging May Vary)\", \"asin\": \"B01IZ5EMBO\", \"price\": \"$31.41\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Pads Ultra Thin Size 1-36 Count Regular, 36 Count(Pack of 3)\", \"asin\": \"B078YF278Y\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Apr 19 - 24 for Prime members\"},\n {\"title\": \"Maxi Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 48 Count (Pack of 2)\", \"asin\": \"B0D14XW65S\", \"price\": \"$12.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads without Wings for Women, Size 2, Long Super Absorbency, Unscented, 40 Count x 3 Pack (120 Count total) (Packaging May Vary)\", \"asin\": \"B00XQEOTMC\", \"price\": \"$26.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Light Absorbency, Chlorine Free, Unscented, Hypoallergenic Panty Liners for Women (40 Count)\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Overnight Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 8 Drop Extra Absorbent, Long Length, 20 Count\", \"asin\": \"B0DK7VD3P5\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Sanitary Pads Regular - 100% Organic Texan Cotton Cover with Wings (25cm, 64 Counts)\", \"asin\": \"B0CGRFD22M\", \"price\": \"$23.50\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings, Unscented - 36 Count\", \"asin\": \"B000QB4WJS\", \"price\": \"$16.20\", \"delivery\": \"FREE delivery Fri, Apr 18 Only 14 left in stock - order soon.\"},\n {\"title\": \"Always Pads, Ultra Thin, Without Wings, Regular 22 Pads\", \"asin\": \"B0052RF17S\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Apr 21 - 25 for Prime members\"},\n {\"title\": \"Ultra Thin Regular Without Wings, Unscented Pads, Multicolor, 22 Count (Pack of 4)\", \"asin\": \"B0029NYQME\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery May 1 - 5 Or fastest delivery Apr 29 - 30 Only 12 left in stock - order soon.\"},\n {\"title\": \"Ultra Thin Pads Size 2 Super Long Absorbency Unscented with Wings, 58 Count, Packaging May Vary\", \"asin\": \"B0094DJSKM\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Cardinal Health\\u2122 Quilted Premium Underpads, Wings\\u2122, Maximum Absorbency, 2X-Large, 40 X 57IN, Case of 30\", \"asin\": \"B0CZSC8RTP\", \"price\": \"$83.71\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n {\"title\": \"Ultra Invisible Ultra Thin Long Pads with Wings, Discreet & Breathable Heavy Flow Pads for Women, Perfect Fit for All Body Types & Underwear Styles, 96 Count (6 Packs of 16)\", \"asin\": \"B0BJP8BQ13\", \"price\": \"$16.15\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Premium Incontinence Pads for Women - Discreet, Individually Wrapped Liners - Moderate Absorbency, Ergonomic Design for Comfort, Leak Protection - 20 Count (Pack of 1)\", \"asin\": \"B09L36MTMX\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Sensitive Ultra Normal Plus Pads with Wings 10pcs\", \"asin\": \"B01N762O0B\", \"price\": \"$8.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Pads Ultra Thin Size 1-36 Count Regular (6 Pack)\", \"asin\": \"B00CBOWCMW\", \"price\": \"$56.30\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Apr 15 - 16\"},\n {\"title\": \"Infinity Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Wings, With Flexfoam, Unscented, 36 Count x 3 Packs (108 Count total)\", \"asin\": \"B01IULATV0\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Adult Incontinence Pads for Women, Moderate Absorbency, Regular Length, Postpartum Pads, 108 CT (Packaging May Vary)\", \"asin\": \"B0CSTDG98Z\", \"price\": \"$22.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13 Only 12 left in stock - order soon.\"},\n {\"title\": \"100% Organic Pads for Women 54ct, Ultra Thin Unscented Feminine Period-Pads with Wing, Regular Absorbency Sanitary Pad, Organic Cotton Pad Menstrual (Regular, Size 3, 54 Count)\", \"asin\": \"B0D73WGRCV\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Postpartum Pads, Leak Proof Feminine Care Maxi Pads, 6 Layers of Protection for Maximum Absorbency (18ct)\", \"asin\": \"B0BL5T4QF2\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 3 Extra Heavy Long Absorbency, Multipack, With Wings, Unscented, 28 Count (Pack of 3)\", \"asin\": \"B01MU1465C\", \"price\": \"$16.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads with Wings for Women, Size 3, Extra Long Super Absorbency, Unscented, 38 Count x 3 Packs (114 Count Total)\", \"asin\": \"B0DR35MCS9\", \"price\": \"$26.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Infinity Feminine Pads for Women, Flexfoam Pads with Wings, Size 2, Heavy Absorbency, Unscented, 96 Count (Packaging May Vary)\", \"asin\": \"B07PPCRLHD\", \"price\": \"$23.94\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Regular Absorbency Pads for Women, Ultra Thin with Flexi-Wings, Unscented, Size 1, 144 Count, (4 Packs of 36) (Previously Solimo)\", \"asin\": \"B09B7P213M\", \"price\": \"$15.05\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Radiant Teen Feminine Pads with FlexFoam, Size 1, Regular, with Wings, Unscented, 42 CT\", \"asin\": \"B0BSR94ZQ5\", \"price\": \"$11.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Incontinence & Postpartum Pads with Wings for Bladder Leaks, 3 Drop Light Absorbency, Regular Length, 132 Count, Packaging May Vary\", \"asin\": \"B09PFDZTPS\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Anti-Bunch Xtra Protection Daily Liners, Regular Length, Unscented, 34 Count x 4 (136 Count Total) (Packaging May Vary)\", \"asin\": \"B07QVSNPWR\", \"price\": \"$12.44\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin, Size 2, Super Pads with Wings, Unscented, 32 Count\", \"asin\": \"B01IZ5FMEU\", \"price\": \"$12.39\", \"delivery\": \"FREE delivery Wed, Apr 16 Only 18 left in stock (more on the way).\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Without Wings, Unscented, 44 Count\", \"asin\": \"B00MTT1UI6\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women, Size 1 Regular Absorbency, Multipack, with Wings, Unscented, 36 Count x 2 Packs (72 Count Total)\", \"asin\": \"B0029NYSG8\"},\n {\"title\": \"Ultra Thin Feminine Pads For Women, Size 1 Regular Absorbency, With Wings, Unscented, 36 Count\", \"asin\": \"B0014CV0LQ\"},\n {\"title\": \"Radiant Feminine Pads For Women, Size 1 Regular Absorbency, Multipack, With Flexfoam, With Wings, Light Clean Scent, 30 Count x 3 Packs (90 Count total)\", \"asin\": \"B01HODORZ4\", \"price\": \"$26.91\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n {\"title\": \"Ultra Thin Incontinence Pads & Postpartum Pads for Bladder Leaks, 4 Drop Moderate Absorbency, Regular Length, 48 Count Pack of 3 (total 144 Count), Packaging May Vary\", \"asin\": \"B083M2RKFR\", \"price\": \"$35.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Maxi Feminine Pads For Women, Size 2 Long Super Absorbency, With Wings, Unscented, 60 Count\", \"asin\": \"B0081PGTVK\", \"price\": \"$10.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Feminine Pads for Women with Wings, Size 4, Overnight Absorbency, Unscented, 28 Count (Pack of 1)\", \"asin\": \"B000R91BX4\"},\n {\"title\": \"Ultra Thin Size 2 Super Pads Without Wings Unscented, 40 Count\", \"asin\": \"B01KL1DOTG\", \"price\": \"$6.29\", \"delivery\": \" FREE delivery Today 5 PM - 7 PM on orders over $50\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 2 Regular, with wings, unscented, 46ct\", \"asin\": \"B00J7L59K4\", \"price\": \"$11.47\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Pure Cotton with Flexfoam Pads, Size 1,Regular Absorbency 28 Count (Pack of 3)\", \"asin\": \"B084S1JLX1\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Ultra Thin Pads for Women, Size 1 Regular Absorbency Without Wings Unscented, 44 Count (Pack of 3)\", \"asin\": \"B001G7QSGQ\"},\n {\"title\": \"Ultra Thin Daytime Regular Pads with Wings - Size 2, Unscented, 20 ct\", \"asin\": \"B09TTS1VQ9\"},\n {\"title\": \"Maxi Overnight Pads with Wings for Women, Size 4, Overnight Absorbency, Unscented, 33 Count (Packaging May Vary)\", \"asin\": \"B00G8DDC44\", \"price\": \"$7.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 13\"},\n {\"title\": \"Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n {\"title\": \"Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads for Women, Regular Pads With Wings, 28ct | Carefree Pads, Feminine Care, Period Pads & Postpartum Pads | 28ct (Pack of 1)\", \"asin\": \"B0CTRTYKV5\", \"price\": \"$6.68\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Regular Pads with Wings, Unscented, 96 Count\", \"asin\": \"B00AY0K7YA\"},\n {\"title\": \"Adult Incontinence Pads for Women, Light Absorbency, Regular Length, Postpartum Pads, 30 Count x 3 Packs (90 Count Total) (Packaging May Vary)\", \"asin\": \"B07SW13PX4\", \"price\": \"$18.87\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n {\"title\": \"Ultra Thin Pads, Clean & Secure, Heavy Absorbency, 56 Count (Packaging May Vary)\", \"asin\": \"B006R6U9SY\", \"price\": \"$7.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:24:29.365Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads regular\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B00G8DDCEE\"\n},\n {\n \"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\"\n},\n {\n \"price\": \"$7.97\"\n},\n {\n \"bullet_list\": \"GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Super (Size 3)\"\n},\n {\n \"Unit Count\": \"42\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)\", \"asin\": \"B0CSTDRK9B\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)\", \"asin\": \"B0CSTC68ZK\", \"price\": \"$20.94\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Li...\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...\", \"asin\": \"B0CPPMGL92\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"Attn: Grace Ultimate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Overnight Pads for Heavy Bladder Leaks & Sensitive Skin\", \"asin\": \"B09FVF7CDC\", \"price\": \"$22.30\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)\", \"asin\": \"B0CSTDRK9B\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)\", \"asin\": \"B0CSTC68ZK\", \"price\": \"$20.94\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct\", \"asin\": \"B07PM8KFMT\", \"price\": \"$26.97\"},\n {\"title\": \"Always Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)\", \"asin\": \"B008HQ8M6I\", \"price\": \"$7.97\"},\n {\"title\": \"Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:24:33.460Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-12T17:24:33.460Z
|
purchase
|
B00G8DDCEE
|
rule
|
2025-04-12T17:24:33.460Z
|
train
| 594 |
2025-04-12T17:24:33.460Z
|
purchase
|
B00G8DDCEE
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"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"}
<|memory_end|>
<|action_start|>
{"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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
{
"search_term": [
{
"term": "always+ultra+thin+pads regular"
}
],
"product_details": [
{
"asin": "B00G8DDCEE"
},
{
"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)"
},
{
"price": "$7.97"
},
{
"bullet_list": "GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility"
}
],
"product_quantity": [
{
"quantity": "1"
},
{
"quantity": "1"
}
],
"product_options": [
{
"Size": "Super (Size 3)"
},
{
"Unit Count": "42"
}
],
"promotion_items": [
{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)", "asin": "B0CSTDRK9B", "price": "$19.94", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""},
{"title": "Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary", "asin": "B0001KOCGC", "price": "$9.99", "quantity": ""},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)", "asin": "B0CSTC68ZK", "price": "$20.94", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)", "asin": "B01IULAV6I", "price": "$26.91", "quantity": ""},
{"title": "Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)", "asin": "B001E8PQOW", "price": "$18.21", "quantity": ""},
{"title": "Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct", "asin": "B07NLSLP9K", "price": "$23.65", "quantity": ""},
{"title": "Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Li...", "asin": "B08ZJN632Z", "price": "$9.99", "quantity": ""},
{"title": "Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...", "asin": "B0CPPMGL92", "price": "$19.90", "quantity": ""},
{"title": "Attn: Grace Ultimate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Overnight Pads for Heavy Bladder Leaks & Sensitive Skin", "asin": "B09FVF7CDC", "price": "$22.30", "quantity": ""},
{"title": "Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...", "asin": "B0CGRGZ7R1", "price": "$23.50", "quantity": ""},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)", "asin": "B0CSTDRK9B", "price": "$19.94", "quantity": ""},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)", "asin": "B0CSTC68ZK", "price": "$20.94", "quantity": ""},
{"title": "Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)", "asin": "B01MSZJW51", "price": "$26.91", "quantity": ""}
],
"comparison_items": [
{"title": "Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)", "asin": "B00G8DDCEE", "price": "$7.97"},
{"title": "Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct", "asin": "B07PM8KFMT", "price": "$26.97"},
{"title": "Always Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count", "asin": "B08VCNYXXH", "price": "$7.49"},
{"title": "Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count", "asin": "B0CP8NPP61", "price": "$8.97"},
{"title": "Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)", "asin": "B008HQ8M6I", "price": "$7.97"},
{"title": "Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)", "asin": "B07QTDSYZ9", "price": "$9.97"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-12T17:24:33.460Z", // the timestamp when this action occurs
"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>B00G8DDCEE</answer_argument>",
"style": "rule"
}
|
{
"answer": "<answer_action>purchase</answer_action><answer_argument>B00G8DDCEE</answer_argument>",
"index": 594,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n{\n \"search_term\": [\n {\n \"term\": \"always+ultra+thin+pads regular\"\n}\n ],\n \"product_details\": [\n {\n \"asin\": \"B00G8DDCEE\"\n},\n {\n \"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\"\n},\n {\n \"price\": \"$7.97\"\n},\n {\n \"bullet_list\": \"GET UP TO 100% LEAK FREE COMFORT with Always Ultra Thin ABSORBS 3X FASTER (Always Ultra Thin size 2 vs leading size 2 store brand pad) ABSORBS MORE vs previous Always Ultra Thin FEEL CLEAN & DRY with RapidDRY technology that absorbs in seconds LONG LASTING PROTECTION with LeakGUARD technology that locks in leaks PREVENT UNWANTED ODORS with OdorLOCK to help you feel fresh and clean UP TO 8 HOURS PROTECTION FSA/HSA Eligible Save up to 20% Cover out of pocket expenses with pre-tax dollars *Estimates federal tax only and will vary based on personal income. Plan details may vary so speak with your health plan or benefits provider about eligibility\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n},\n {\n \"quantity\": \"1\"\n}\n ],\n \"product_options\": [\n {\n \"Size\": \"Super (Size 3)\"\n},\n {\n \"Unit Count\": \"42\"\n}\n ],\n \"promotion_items\": [\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)\", \"asin\": \"B0CSTDRK9B\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Pads Size 1 Regular Absorbency Unscented with Wings, 10 Count, Packaging may vary\", \"asin\": \"B0001KOCGC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)\", \"asin\": \"B0CSTC68ZK\", \"price\": \"$20.94\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 4 Overnight Absorbency, Multipack, with Flexfoam, with Wings, Unscented, 26 Count x 3 Packs (78 Count Total)\", \"asin\": \"B01IULAV6I\", \"price\": \"$26.91\", \"quantity\": \"\"},\n {\"title\": \"Always Ultra Thin Regular Pads with Wings 48 Count (Pack of 1)\", \"asin\": \"B001E8PQOW\", \"price\": \"$18.21\", \"quantity\": \"\"},\n {\"title\": \"Always Radiant Overnight Feminine Pads for Women, Size 5 Extra Heavy Nighttime, with Wings, Scented, 54 ct\", \"asin\": \"B07NLSLP9K\", \"price\": \"$23.65\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Panty Liners Sanitary Pads, 100% Certified Organic Cotton from Texas, Li...\", \"asin\": \"B08ZJN632Z\", \"price\": \"$9.99\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pantyliners (Regular, 15.5cm, 120 Counts) - Ultra Thin, Unscent...\", \"asin\": \"B0CPPMGL92\", \"price\": \"$19.90\", \"quantity\": \"\"},\n {\"title\": \"Attn: Grace Ultimate Incontinence Pads for Women, 28-Pack - High Absorbency, Breathable, Plant-Based - Overnight Pads for Heavy Bladder Leaks & Sensitive Skin\", \"asin\": \"B09FVF7CDC\", \"price\": \"$22.30\", \"quantity\": \"\"},\n {\"title\": \"Ultra Thin Sanitary Pads Large - 100% Organic Texan Cotton Cover with Wings (28cm, ...\", \"asin\": \"B0CGRGZ7R1\", \"price\": \"$23.50\", \"quantity\": \"\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Long Length, Unscented, 136 Count x 2 (272 Count Total)\", \"asin\": \"B0CSTDRK9B\", \"price\": \"$19.94\", \"quantity\": \"\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners, Extra Long Length, Unscented, 116 Count x 2 (232 Count Total)\", \"asin\": \"B0CSTC68ZK\", \"price\": \"$20.94\", \"quantity\": \"\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 3, Extra Heavy Flow, with wings, Unscented, 28 count x 3 Packs (84 count total)\", \"asin\": \"B01MSZJW51\", \"price\": \"$26.91\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Always Ultra Thin, Feminine Pads for Women, Size 2 Long Super Absorbency, with Wings, Unscented, (Pack of 42)\", \"asin\": \"B00G8DDCEE\", \"price\": \"$7.97\"},\n {\"title\": \"Always Infinity Feminine Pads for Women, Size 1 Regular, with Wings, unscented, 108ct\", \"asin\": \"B07PM8KFMT\", \"price\": \"$26.97\"},\n {\"title\": \"Always Ultra Thin Pads for Women, Size 4 Overnight Absorbency, Unscented with Wings, 26 Count\", \"asin\": \"B08VCNYXXH\", \"price\": \"$7.49\"},\n {\"title\": \"Always Pocket Feminine Pads for Women with FlexFoam, Size 2, Heavy Flow, with Wings, Unscented, 20 Count\", \"asin\": \"B0CP8NPP61\", \"price\": \"$8.97\"},\n {\"title\": \"Always Anti-Bunch Xtra Protection Daily Liners Long Unscented, Anti Bunch Helps You Feel Comfortable, 108 Count (Packaging May Vary)\", \"asin\": \"B008HQ8M6I\", \"price\": \"$7.97\"},\n {\"title\": \"Always Daily Fresh Thin Liners, Regular Absorbency, Unscented Panty Liners, 216 Count (Packaging May Vary)\", \"asin\": \"B07QTDSYZ9\", \"price\": \"$9.97\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T17:24:33.460Z\", // the timestamp when this action occurs\n\"action\": \"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<|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\": \"2025-04-12T23:46:14.011Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-12T23:46:14.011Z
|
click
|
nav_bar
|
rule
|
2025-04-12T23:46:14.011Z
|
train
| 595 |
2025-04-12T23:46:14.011Z
|
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"}
<|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": "2025-04-12T23:46:14.011Z", // the timestamp when this action occurs
"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": 595,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|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\": \"2025-04-12T23:46:14.011Z\", // the timestamp when this action occurs\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"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 \"product_details\": [\n {\n \"asin\": \"B0DJ854XR5\"\n},\n {\n \"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"\n},\n {\n \"price\": \"$21.90\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"asin\": \"B07DX4R78B\"},\n {\"asin\": \"B09LNYR72H\"},\n {\"asin\": \"B0CHDYP297\"},\n {\"asin\": \"B0C4KPSPTX\"},\n {\"asin\": \"B07CGPLXG9\"},\n {\"asin\": \"B06XGNL1RX\"},\n {\"asin\": \"B0CD31YXQB\"},\n {\"title\": \"Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids\", \"asin\": \"B06XGNL1RX\", \"price\": \"$15.64\", \"quantity\": \"\"},\n {\"title\": \"Diet Coke, 12 fl oz, 8 Pack (Package May Vary)\", \"asin\": \"B00FXJ62WI\", \"price\": \"$4.89\", \"quantity\": \"\"},\n {\"title\": \"BOSS Coffee by Suntory - Japanese Flash Brew Original Black Coffee, 8oz 12 Pack, Imported from Japan, Espresso Doubleshot, Ready to Drink, Keto Friendly, Vegan, No Sugar, No Dairy\", \"asin\": \"B07PMNR4FR\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays\", \"asin\": \"B002RGU0M8\", \"price\": \"$22.76\", \"quantity\": \"\"},\n {\"title\": \"Beatcraft\\u2122 3 Packs Set Of \\\"Kaki No Tane\\\" \\\"KARI-KARI\\\" Variations Authentic Japanese Spicy Rice Crackers & Peanuts, Crunchy Snack 6 Pcs In a Pack : Total 200g (7.05oz) x 3 Packs Made in Japan (3 Packs, 3 Tastes Variety)\", \"asin\": \"B0DX6W19GJ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"UHA Japanese Gummy Candy NINJA Snack 0.7oz(20g) 4 Packs Assortment Grape And Ramune 2 Packs Each Hard Gummy\", \"asin\": \"B0DZWZPPBH\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n {\"title\": \"KIT KAT Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)\", \"asin\": \"B09JJYGCDH\", \"price\": \"$7.63\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T23:46:36.177Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-12T23:46:36.177Z
|
click
|
review
|
rule
|
2025-04-12T23:46:36.177Z
|
train
| 596 |
2025-04-12T23:46:36.177Z
|
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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-12T23:46:14.011Z", "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": ""
}
],
"product_details": [
{
"asin": "B0DJ854XR5"
},
{
"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size"
},
{
"price": "$21.90"
}
],
"product_quantity": [
{
"quantity": "1"
}
],
"promotion_items": [
{"asin": "B07DX4R78B"},
{"asin": "B09LNYR72H"},
{"asin": "B0CHDYP297"},
{"asin": "B0C4KPSPTX"},
{"asin": "B07CGPLXG9"},
{"asin": "B06XGNL1RX"},
{"asin": "B0CD31YXQB"},
{"title": "Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids", "asin": "B06XGNL1RX", "price": "$15.64", "quantity": ""},
{"title": "Diet Coke, 12 fl oz, 8 Pack (Package May Vary)", "asin": "B00FXJ62WI", "price": "$4.89", "quantity": ""},
{"title": "BOSS Coffee by Suntory - Japanese Flash Brew Original Black Coffee, 8oz 12 Pack, Imported from Japan, Espresso Doubleshot, Ready to Drink, Keto Friendly, Vegan, No Sugar, No Dairy", "asin": "B07PMNR4FR", "price": "$48.99", "quantity": ""},
{"title": "Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays", "asin": "B002RGU0M8", "price": "$22.76", "quantity": ""},
{"title": "Beatcraft\u2122 3 Packs Set Of \"Kaki No Tane\" \"KARI-KARI\" Variations Authentic Japanese Spicy Rice Crackers & Peanuts, Crunchy Snack 6 Pcs In a Pack : Total 200g (7.05oz) x 3 Packs Made in Japan (3 Packs, 3 Tastes Variety)", "asin": "B0DX6W19GJ", "price": "$25.99", "quantity": ""},
{"title": "UHA Japanese Gummy Candy NINJA Snack 0.7oz(20g) 4 Packs Assortment Grape And Ramune 2 Packs Each Hard Gummy", "asin": "B0DZWZPPBH", "price": "$15.00", "quantity": ""},
{"title": "OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults", "asin": "B0CHDYP297", "price": "$24.97", "quantity": ""}
],
"comparison_items": [
{"title": "Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size", "asin": "B0DJ854XR5", "price": "$21.90"},
{"title": "Kit kat chocolate strawberry 12 bars 1 bags Japan import", "asin": "B07XFYVQ4F", "price": "$9.60"},
{"title": "Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)", "asin": "B0DG4YPR4N", "price": "$13.00"},
{"title": "KIT KAT Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)", "asin": "B09JJYGCDH", "price": "$7.63"},
{"title": "Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)", "asin": "B0BTXW2M9H", "price": "$18.49"},
{"title": "KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz", "asin": "B09HR3WQZ9", "price": "$9.99"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-12T23:46:36.177Z", // the timestamp when this action occurs
"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": 596,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-12T23:46:14.011Z\", \"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 \"product_details\": [\n {\n \"asin\": \"B0DJ854XR5\"\n},\n {\n \"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\"\n},\n {\n \"price\": \"$21.90\"\n}\n ],\n \"product_quantity\": [\n {\n \"quantity\": \"1\"\n}\n ],\n \"promotion_items\": [\n {\"asin\": \"B07DX4R78B\"},\n {\"asin\": \"B09LNYR72H\"},\n {\"asin\": \"B0CHDYP297\"},\n {\"asin\": \"B0C4KPSPTX\"},\n {\"asin\": \"B07CGPLXG9\"},\n {\"asin\": \"B06XGNL1RX\"},\n {\"asin\": \"B0CD31YXQB\"},\n {\"title\": \"Ring Pop Easter Candy Lollipops, 20 Ct Variety Pack in Assorted Fruity Flavors, Bulk Individually Wrapped Hard Candy Lollipops For Easter Basket Stuffers, Party Favors, Treats and Gifts for Kids\", \"asin\": \"B06XGNL1RX\", \"price\": \"$15.64\", \"quantity\": \"\"},\n {\"title\": \"Diet Coke, 12 fl oz, 8 Pack (Package May Vary)\", \"asin\": \"B00FXJ62WI\", \"price\": \"$4.89\", \"quantity\": \"\"},\n {\"title\": \"BOSS Coffee by Suntory - Japanese Flash Brew Original Black Coffee, 8oz 12 Pack, Imported from Japan, Espresso Doubleshot, Ready to Drink, Keto Friendly, Vegan, No Sugar, No Dairy\", \"asin\": \"B07PMNR4FR\", \"price\": \"$48.99\", \"quantity\": \"\"},\n {\"title\": \"Push Pop Easter Candy for Party Favors, 24 Count Variety Candy Lollipops, Fun Push Pop Lollipop Gift Baskets, Easter Baskets, Birthdays\", \"asin\": \"B002RGU0M8\", \"price\": \"$22.76\", \"quantity\": \"\"},\n {\"title\": \"Beatcraft\\u2122 3 Packs Set Of \\\"Kaki No Tane\\\" \\\"KARI-KARI\\\" Variations Authentic Japanese Spicy Rice Crackers & Peanuts, Crunchy Snack 6 Pcs In a Pack : Total 200g (7.05oz) x 3 Packs Made in Japan (3 Packs, 3 Tastes Variety)\", \"asin\": \"B0DX6W19GJ\", \"price\": \"$25.99\", \"quantity\": \"\"},\n {\"title\": \"UHA Japanese Gummy Candy NINJA Snack 0.7oz(20g) 4 Packs Assortment Grape And Ramune 2 Packs Each Hard Gummy\", \"asin\": \"B0DZWZPPBH\", \"price\": \"$15.00\", \"quantity\": \"\"},\n {\"title\": \"OTSUMAMI TOKYO, Original Japanese Snacks Giftee Bag, Full of Dagashi, Candy, Gummy, Marshmallows, Chips, Bubblegum, weird food Japan, for Gifts, Picnics, for both Children and Adults\", \"asin\": \"B0CHDYP297\", \"price\": \"$24.97\", \"quantity\": \"\"}\n ],\n \"comparison_items\": [\n {\"title\": \"Konbini Japan - 24 Mini Japanese KitKat Chocolate Variety Pack Assortment (12 Flavors X 2)- Authentic Candy Snacks Wafer Sweets Gift - 24 Cute Small Size\", \"asin\": \"B0DJ854XR5\", \"price\": \"$21.90\"},\n {\"title\": \"Kit kat chocolate strawberry 12 bars 1 bags Japan import\", \"asin\": \"B07XFYVQ4F\", \"price\": \"$9.60\"},\n {\"title\": \"Nestle Japan KitKat Mini Adult Sweetness Strawberry 11 pieces (Pack of 2)\", \"asin\": \"B0DG4YPR4N\", \"price\": \"$13.00\"},\n {\"title\": \"KIT KAT Milk Chocolate Wafer Snack Size, Candy Pantry Pack, 12.25 oz (25 Pieces)\", \"asin\": \"B09JJYGCDH\", \"price\": \"$7.63\"},\n {\"title\": \"Kit Kat chocolate Matcha dark green tea Japan 3 bags 1 Count (Pack of 3)\", \"asin\": \"B0BTXW2M9H\", \"price\": \"$18.49\"},\n {\"title\": \"KIT KAT Miniatures Lemon Flavored Creme Wafer, Easter Candy Bag, 8.4 oz\", \"asin\": \"B09HR3WQZ9\", \"price\": \"$9.99\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-12T23:46:36.177Z\", // the timestamp when this action occurs\n\"action\": \"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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page 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\": \"Oasis\"\n}\n ],\n \"promotion_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\", \"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\": \"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\": \"$16.34\", \"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\": \"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\": \"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\": \"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 {\"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\", \"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\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"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\": \"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\": \"$16.34\", \"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\": \"$15.00\"},\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\": \"2025-04-13T21:11:27.286Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-13T21:11:27.286Z
|
click
|
product_option
|
rule
|
2025-04-13T21:11:27.286Z
|
train
| 597 |
2025-04-13T21:11:27.286Z
|
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"}
<|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": "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": "Oasis"
}
],
"promotion_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", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "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": "$16.34", "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": "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": "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": "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": ""},
{"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", "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": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "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": "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": "$16.34", "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": "$15.00"},
{"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": "2025-04-13T21:11:27.286Z", // the timestamp when this action occurs
"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": 597,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page 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\": \"Oasis\"\n}\n ],\n \"promotion_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\", \"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\": \"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\": \"$16.34\", \"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\": \"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\": \"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\": \"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 {\"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\", \"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\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"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\": \"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\": \"$16.34\", \"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\": \"$15.00\"},\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\": \"2025-04-13T21:11:27.286Z\", // the timestamp when this action occurs\n\"action\": \"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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page 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\": \"B0BPJYH7FS\"\n},\n {\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\"\n},\n {\n \"price\": \"$6.45\"\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 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests VERSATILE AND ESSENTIAL: Post-it Super Sticky 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 specific needs EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE OASIS COLLECTION: Keep calm and collected with the soothing blues and greens of the Oasis collection including Washed Denim, Fresh Mint, Limeade, Lucky Green, Sea Glass\"\n},\n {\n \"bullet_list\": \" STICK AND RESTICK ANYWHERE: These notes use water-based adhesive to stick firmly to walls, windows, doors, and other vertical surfaces, allowing you to move your reminders with ease TRUST THE ORIGINAL 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\": \"Canary Yellow\"\n}\n ],\n \"promotion_items\": [\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\": \"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 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\": \"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\": \"$15.37\", \"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\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"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\": \"9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...\", \"asin\": \"B0CKZFM5R1\", \"price\": \"$7.73\", \"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\": \"24 Pack Lined Sticky Notes 3x3 in Post Ruled Stickies Super Sticking Power Memo Pad...\", \"asin\": \"B0DLGNP952\", \"price\": \"$8.09\", \"quantity\": \"\"},\n {\"title\": \"36 Pack Sticky Notes 1.5x2 in Post, 2160 Sheets Post Small Self Sticky Notes Pad It...\", \"asin\": \"B0CXCCTZS8\", \"price\": \"$6.83\", \"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, 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 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\"},\n {\"title\": \"Post-it Notes, 3 in x 3 in, 12 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00006JNO1\", \"price\": \"$14.32\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3x3 in, 5 Pads, 2X The Sticking Power, Oasis Collection, 30% Recycled Paper (654-5SST)\", \"asin\": \"B001GX8PDY\", \"price\": \"$12.72\"},\n {\"title\": \"Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products\", \"asin\": \"B00006JNNN\", \"price\": \"$17.41\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJVJQL8\", \"price\": \"$5.68\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:11:32.271Z\", // the timestamp when this action occurs\n\"action\": \"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
|
2025-04-13T21:11:32.271Z
|
click
|
product_option
|
rule
|
2025-04-13T21:11:32.271Z
|
train
| 598 |
2025-04-13T21:11:32.271Z
|
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"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-13T21:11:27.286Z", "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": "B0BPJYH7FS"
},
{
"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"
},
{
"price": "$6.45"
},
{
"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 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests VERSATILE AND ESSENTIAL: Post-it Super Sticky 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 specific needs EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE OASIS COLLECTION: Keep calm and collected with the soothing blues and greens of the Oasis collection including Washed Denim, Fresh Mint, Limeade, Lucky Green, Sea Glass"
},
{
"bullet_list": " STICK AND RESTICK ANYWHERE: These notes use water-based adhesive to stick firmly to walls, windows, doors, and other vertical surfaces, allowing you to move your reminders with ease TRUST THE ORIGINAL 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": "Canary Yellow"
}
],
"promotion_items": [
{"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": "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 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "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": "$15.37", "quantity": ""},
{"title": "16 Pack Sticky Notes 3x3 in Post, Pastel Colors Sticky Note Pads, Recyclable, Stick...", "asin": "B0D53JF7FZ", "price": "$7.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "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": "9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...", "asin": "B0CKZFM5R1", "price": "$7.73", "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": "24 Pack Lined Sticky Notes 3x3 in Post Ruled Stickies Super Sticking Power Memo Pad...", "asin": "B0DLGNP952", "price": "$8.09", "quantity": ""},
{"title": "36 Pack Sticky Notes 1.5x2 in Post, 2160 Sheets Post Small Self Sticky Notes Pad It...", "asin": "B0CXCCTZS8", "price": "$6.83", "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, 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 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"},
{"title": "Post-it Notes, 3 in x 3 in, 12 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\u00e9 Collection, School Supplies and Office Products", "asin": "B00006JNO1", "price": "$14.32"},
{"title": "Post-it Super Sticky Recycled Notes, 3x3 in, 5 Pads, 2X The Sticking Power, Oasis Collection, 30% Recycled Paper (654-5SST)", "asin": "B001GX8PDY", "price": "$12.72"},
{"title": "Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products", "asin": "B00006JNNN", "price": "$17.41"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJVJQL8", "price": "$5.68"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-13T21:11:32.271Z", // the timestamp when this action occurs
"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": 598,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page 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\": \"B0BPJYH7FS\"\n},\n {\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\"\n},\n {\n \"price\": \"$6.45\"\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 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests VERSATILE AND ESSENTIAL: Post-it Super Sticky 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 specific needs EYE-CATCHING COLORS: Vibrant and colorful reminders are more likely to grab attention and be noticed INTRODUCING THE OASIS COLLECTION: Keep calm and collected with the soothing blues and greens of the Oasis collection including Washed Denim, Fresh Mint, Limeade, Lucky Green, Sea Glass\"\n},\n {\n \"bullet_list\": \" STICK AND RESTICK ANYWHERE: These notes use water-based adhesive to stick firmly to walls, windows, doors, and other vertical surfaces, allowing you to move your reminders with ease TRUST THE ORIGINAL 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\": \"Canary Yellow\"\n}\n ],\n \"promotion_items\": [\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\": \"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 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\": \"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\": \"$15.37\", \"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\": \"Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...\", \"asin\": \"B0CY1YZQS7\", \"price\": \"$5.99\", \"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\": \"9 Pack Lined Sticky Notes 4X6 in Post Sticky Notes with Lines, Large Ruled Bright C...\", \"asin\": \"B0CKZFM5R1\", \"price\": \"$7.73\", \"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\": \"24 Pack Lined Sticky Notes 3x3 in Post Ruled Stickies Super Sticking Power Memo Pad...\", \"asin\": \"B0DLGNP952\", \"price\": \"$8.09\", \"quantity\": \"\"},\n {\"title\": \"36 Pack Sticky Notes 1.5x2 in Post, 2160 Sheets Post Small Self Sticky Notes Pad It...\", \"asin\": \"B0CXCCTZS8\", \"price\": \"$6.83\", \"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, 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 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\"},\n {\"title\": \"Post-it Notes, 3 in x 3 in, 12 Sticky Note Pads, 100 Sheets per Pad, Beachside Caf\\u00e9 Collection, School Supplies and Office Products\", \"asin\": \"B00006JNO1\", \"price\": \"$14.32\"},\n {\"title\": \"Post-it Super Sticky Recycled Notes, 3x3 in, 5 Pads, 2X The Sticking Power, Oasis Collection, 30% Recycled Paper (654-5SST)\", \"asin\": \"B001GX8PDY\", \"price\": \"$12.72\"},\n {\"title\": \"Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products\", \"asin\": \"B00006JNNN\", \"price\": \"$17.41\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJVJQL8\", \"price\": \"$5.68\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:11:32.271Z\", // the timestamp when this action occurs\n\"action\": \"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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page 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\": \"B0BPJVMLBF\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies\"\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 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests 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 ICONIC CANARY YELLOW: The color that started it all\"\n},\n {\n \"bullet_list\": \" 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 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\": \"Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)\", \"asin\": \"B07PRRFB5R\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...\", \"asin\": \"B08H5G6RTQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Mini Sticky Notes 1.5x2 in, 36 Pad Canary Yellow Strong Adhesive Post, Suitable for...\", \"asin\": \"B0D6RVRGVT\", \"price\": \"$9.99\", \"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\": \"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 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\": \"(18 Pack) Sticky Notes 3x3 in Canary Yellow, Strong Adhesive, Clean Removal, Recycl...\", \"asin\": \"B0DMWQQZ4T\", \"price\": \"$8.99\", \"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\": \"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 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\": \"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\": \"Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)\", \"asin\": \"B07PRRFB5R\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...\", \"asin\": \"B08H5G6RTQ\", \"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\": \"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, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies\", \"asin\": \"B0BPJVMLBF\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products\", \"asin\": \"B00006JNNN\", \"price\": \"$17.41\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products\", \"asin\": \"B0BPJYM2DH\", \"price\": \"$18.34\"},\n {\"title\": \"Post-it Dispenser Pop-up Notes, 3x3 in, 5 Pads, Canary Yellow, Clean Removal, Recyclable\", \"asin\": \"B07TNVF1FW\", \"price\": \"$7.29\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 5 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products\", \"asin\": \"B0BPJVH4SH\", \"price\": \"$18.19\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJVJQL8\", \"price\": \"$5.68\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:11:42.672Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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
|
2025-04-13T21:11:42.672Z
|
click
|
product_option
|
rule
|
2025-04-13T21:11:42.672Z
|
train
| 599 |
2025-04-13T21:11:42.672Z
|
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"}
<|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"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "B0BPJVMLBF"
},
{
"title": "Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies"
},
{
"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 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests 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 ICONIC CANARY YELLOW: The color that started it all"
},
{
"bullet_list": " 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 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": "Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)", "asin": "B07PRRFB5R", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...", "asin": "B08H5G6RTQ", "price": "$6.99", "quantity": ""},
{"title": "Mini Sticky Notes 1.5x2 in, 36 Pad Canary Yellow Strong Adhesive Post, Suitable for...", "asin": "B0D6RVRGVT", "price": "$9.99", "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": "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 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "quantity": ""},
{"title": "(18 Pack) Sticky Notes 3x3 in Canary Yellow, Strong Adhesive, Clean Removal, Recycl...", "asin": "B0DMWQQZ4T", "price": "$8.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Inches, 8 Pads, 800 Sheets, 8 Color Sticky Note Pads, Premium Stic...", "asin": "B0CY1YZQS7", "price": "$5.99", "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 1.5x2 inch Bright Colors Self-Stick Pads 8 Pads/Pack 100 Sheets/Pad Total 800 Sheets", "asin": "B07V7JRKHY", "price": "$4.99", "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": "Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)", "asin": "B07PRRFB5R", "price": "$5.99", "quantity": ""},
{"title": "Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...", "asin": "B08H5G6RTQ", "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": "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, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies", "asin": "B0BPJVMLBF", "price": "$5.99"},
{"title": "Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products", "asin": "B00006JNNN", "price": "$17.41"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products", "asin": "B0BPJYM2DH", "price": "$18.34"},
{"title": "Post-it Dispenser Pop-up Notes, 3x3 in, 5 Pads, Canary Yellow, Clean Removal, Recyclable", "asin": "B07TNVF1FW", "price": "$7.29"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 5 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products", "asin": "B0BPJVH4SH", "price": "$18.19"},
{"title": "Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products", "asin": "B0BPJVJQL8", "price": "$5.68"}
]
}
<|observation_end|>
# Output Format
Please provide your response in JSON format within <answer></answer> tags using the following schema:
"<answer>
{
"timestamp": "2025-04-13T21:11:42.672Z", // the timestamp when this action occurs
"action": "string", // one of four action: input, click, click_product, purchase
"acion_argument": "string", // appropriate value based on action type: input_text, click_type (i.e., 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": 599,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"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<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page 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\": \"B0BPJVMLBF\"\n},\n {\n \"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies\"\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 100% RECYCLED PAPER: Post-it Notes paper is sourced from certified and responsibly-managed forests 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 ICONIC CANARY YELLOW: The color that started it all\"\n},\n {\n \"bullet_list\": \" 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 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\": \"Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)\", \"asin\": \"B07PRRFB5R\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...\", \"asin\": \"B08H5G6RTQ\", \"price\": \"$6.99\", \"quantity\": \"\"},\n {\"title\": \"Mini Sticky Notes 1.5x2 in, 36 Pad Canary Yellow Strong Adhesive Post, Suitable for...\", \"asin\": \"B0D6RVRGVT\", \"price\": \"$9.99\", \"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\": \"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 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\": \"(18 Pack) Sticky Notes 3x3 in Canary Yellow, Strong Adhesive, Clean Removal, Recycl...\", \"asin\": \"B0DMWQQZ4T\", \"price\": \"$8.99\", \"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\": \"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 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\": \"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\": \"Early Buy Sticky Notes 3x3 Self-Stick Notes Yellow Color 6 Pads, 100 Sheets/Pad (Yellow)\", \"asin\": \"B07PRRFB5R\", \"price\": \"$5.99\", \"quantity\": \"\"},\n {\"title\": \"Sticky Notes 3x3 Self-Stick Notes Pads with 6 Bright Colors, Easy to Post for Offic...\", \"asin\": \"B08H5G6RTQ\", \"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\": \"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, Canary Yellow, 3 in. x 3 in., 5 Sticky Note Pads, 70 Sheets per Pad, New Year Organization or Second Semester School Supplies\", \"asin\": \"B0BPJVMLBF\", \"price\": \"$5.99\"},\n {\"title\": \"Post-it Notes, 3 in x 5 in, 12 Sticky Notes Pads, 100 Sheets per Pad, Canary Yellow, The Original Post-it Note, School Supplies and O?ce Products\", \"asin\": \"B00006JNNN\", \"price\": \"$17.41\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 3 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products\", \"asin\": \"B0BPJYM2DH\", \"price\": \"$18.34\"},\n {\"title\": \"Post-it Dispenser Pop-up Notes, 3x3 in, 5 Pads, Canary Yellow, Clean Removal, Recyclable\", \"asin\": \"B07TNVF1FW\", \"price\": \"$7.29\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Canary Yellow, 3 in. x 5 in., 12 Sticky Note Pads, 70 Sheets per Pad, School Supplies and Office Products\", \"asin\": \"B0BPJVH4SH\", \"price\": \"$18.19\"},\n {\"title\": \"Post-it 100% Recycled Paper Super Sticky Notes, Lined, 4 in. x 4 in., 3 Pads, 70 Sheets per Pad, Oasis Collection, School Supplies and Office Products\", \"asin\": \"B0BPJVJQL8\", \"price\": \"$5.68\"}\n ]\n}\n<|observation_end|>\n\n# Output Format\nPlease provide your response in JSON format within <answer></answer> tags using the following schema:\n\"<answer>\n{\n\"timestamp\": \"2025-04-13T21:11:42.672Z\", // the timestamp when this action occurs\n\"action\": \"string\", // one of four action: input, click, click_product, purchase\n\"acion_argument\": \"string\", // appropriate value based on action type: input_text, click_type (i.e., 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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